#college statistics assignment help

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How Statistics Homework Helper Made a Difference in My Studies

When I first encountered the complexities of my statistics course, I was overwhelmed. Between understanding intricate concepts and balancing other coursework, I often found myself wondering if I could manage it all. That's when I decided to search for someone to "write my statistics homework" and discovered Statistics Homework Helper. This decision turned out to be a turning point in my academic journey.

Discovering the Solution

The idea of seeking help online for my statistics assignments was initially daunting. I had concerns about the quality of work, the credibility of the service, and whether it would really help me understand the subject better. After thorough research and reading numerous positive reviews, I finally chose Statistics Homework Helper. Their professional approach and extensive expertise in the field of statistics stood out to me.

Seamless Experience

From the moment I landed on their website, the user experience was seamless. The layout was intuitive, making it easy to navigate through various services offered. I was able to quickly find the help I needed for my specific assignment. Their customer support was prompt and helpful, answering all my queries and guiding me through the process of submitting my assignment details.

Professionalism at Its Best

What truly impressed me was the professionalism displayed by the team at Statistics Homework Helper. Upon submission of my assignment, I received a confirmation email outlining the details I had provided, ensuring that everything was in order. They also provided a timeline for when I could expect the completed assignment, which was reassuring.

High-Quality Work

When I received my completed assignment, I was astounded by the quality. The work was meticulously done, with clear explanations for each step taken to solve the problems. This was crucial for me, as it allowed me to follow along and understand the methodology used. The clarity and precision of the solutions exceeded my expectations.

Enhancing My Understanding

One of my primary concerns was whether getting help would actually aid my understanding of the subject. To my delight, the detailed solutions provided by Statistics Homework Helper served as an excellent learning tool. I was able to study the steps and grasp the underlying concepts more effectively than through traditional classroom teaching alone. This dual benefit of getting my homework done and learning simultaneously was invaluable.

Timely Delivery

Meeting deadlines is critical in academic life, and Statistics Homework Helper excelled in this area. Despite the complexity of my assignment, they delivered the completed work well before the deadline. This gave me ample time to review the solutions and seek any clarifications if needed. The reliability and punctuality of their service provided me with peace of mind.

Affordable and Worthwhile

As a student, budget constraints are always a consideration. I found the pricing of Statistics Homework Helper to be reasonable and well worth the investment. They offered various packages and discounts, making it accessible for students like me. The value I received in return—both in terms of assignment quality and personal learning—was unparalleled.

Excellent Customer Support

Throughout the process, the customer support team was exceptional. They were available around the clock, providing timely responses to all my inquiries. Whether it was a question about the progress of my assignment or a request for additional explanations, the support team was always there to assist me. Their dedication to customer satisfaction was evident in every interaction.

Stress Relief

The relief of knowing that my assignment was in capable hands allowed me to focus on other aspects of my studies and personal life. The stress and anxiety associated with impending deadlines and difficult problems were significantly reduced. This holistic benefit of using Statistics Homework Helper went beyond mere academic assistance.

Learning Beyond the Classroom

One of the most significant advantages of my experience with Statistics Homework Helper was the opportunity to learn beyond the classroom. The expert solutions provided insights into advanced statistical methods and practical applications that were not covered in my regular coursework. This enriched my overall understanding of the subject and prepared me for future assignments and exams.

Building Confidence

With each assignment they helped me with, my confidence in tackling statistics grew. The guidance and detailed explanations provided a strong foundation that I could build upon. I no longer felt intimidated by complex statistical problems; instead, I approached them with a newfound confidence and problem-solving mindset.

Conclusion

My experience with Statistics Homework Helper has been nothing short of transformative. Their expertise, professionalism, and dedication to quality have significantly contributed to my academic success. If you ever find yourself struggling with statistics assignments and need someone to "write my statistics homework," I wholeheartedly recommend Statistics Homework Helper. They not only help you achieve excellent grades but also enhance your understanding and confidence in the subject.

[barry369]

Mastering Panel Data Analysis in STATA: A Comprehensive Guide

In the realm of statistical analysis, STATA stands out as a powerful tool for unraveling complex datasets and deriving meaningful insights. One area where STATA excels is in panel data analysis, a technique frequently employed in econometrics and social sciences to explore trends over time and across different entities. If you've ever found yourself pondering the request, "write my STATA homework," rest assured that this comprehensive guide will not only tackle a challenging question related to STATA but will also provide a detailed answer, showcasing the prowess of the xtreg command. We'll navigate the intricacies of estimating the impact of a policy change on GDP per capita, incorporating fixed effects, time effects, and a covariate named "Investment." Whether you're a student seeking homework assistance or a researcher eager to unlock the full potential of STATA, this guide is tailored for you. Let's embark on a journey to master panel data analysis in STATA together.

Understanding the Challenge The question at hand revolves around conducting a panel data analysis using STATA, with a dataset encompassing three key variables: "Country," "Year," and "GDP_Per_Capita." The task involves estimating the impact of a policy change on GDP per capita, considering fixed effects for each country, time effects, and controlling for the potential influence of the covariate "Investment."

Constructing the Regression Model To tackle this challenge, we turn to the versatile xtreg command in STATA. Let's break down the command and understand each component:

stata // Load your dataset use "your_dataset.dta", clear

// Specify the regression model with fixed effects for countries and time effects xtreg GDP_Per_Capita Investment i.Country##i.Year, fe Loading the Dataset: The use command loads the dataset into STATA, replacing any existing data. Replace "your_dataset.dta" with the actual name of your dataset.

Dependent Variable: GDP_Per_Capita is the variable we want to analyze, representing the outcome of interest.

Control Variable: Investment is included to control for its potential influence on the dependent variable.

Fixed Effects and Time Effects: The i.Country##i.Year part of the command includes fixed effects for both countries and time effects. The double hash (##) indicates the inclusion of interaction terms between countries and years.

Estimation Method: The fe option specifies fixed effects estimation.

Rationale Behind the Model Fixed Effects: Including fixed effects for countries helps control for unobserved heterogeneity at the country level. Fixed effects for years account for time-invariant factors that might affect the dependent variable.

Interaction Terms: The interaction terms between countries and years allow for capturing time-varying effects that may differ across countries. This is crucial when dealing with panel data, where entities (countries, in this case) evolve over time.

Control Variable: Including "Investment" as a control variable ensures that we account for its potential impact on the dependent variable, isolating the effect of the policy change.

Practical Implications This regression model provides a robust framework for assessing the impact of a policy change on GDP per capita while considering various factors. The inclusion of fixed effects and time effects enhances the model's ability to isolate the specific effects of interest and control for confounding variables.

Conclusion Mastering panel data analysis in STATA requires a combination of understanding the theoretical underpinnings and practical application of the software. By addressing a complex question related to STATA and providing a detailed answer, we've explored the nuances of constructing a regression model for panel data analysis.

Whether you're a student grappling with econometric assignments or a researcher seeking to extract valuable insights from your data, the xtreg command in STATA proves to be a valuable ally. So, the next time you find yourself thinking, "write my STATA homework," remember that STATA's capabilities extend far beyond the surface, empowering you to unravel the intricacies of your datasets and draw meaningful conclusions. Happy analyzing! #STATA #DataAnalysis #Econometrics #WriteMySTATAHomework

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Timely Assistance for STATA Homework: Reliable and Affordable STATA Homework Help

If you're a student grappling with STATA assignments and seeking reliable and affordable assistance, you've come to the right place. We understand the challenges of navigating the intricacies of STATA, and that's why our STATA homework help service is here to offer you timely and expert support.

Why STATA Homework Help Matters Mastering STATA: A Challenge for Many Students

STATA, a powerful statistical software, is a common tool used in various academic disciplines. However, despite its widespread use, many students find it challenging to tackle STATA assignments. The complexity of data analysis and the software's numerous features can be overwhelming, leading to the need for external assistance.

Timely Assistance for Your STATA Assignments The Essence of Timely STATA Homework Help

When it comes to STATA homework, timing is crucial. Students often face tight deadlines, making it imperative to receive assistance promptly. Our STATA homework help service is designed with your time constraints in mind. We pride ourselves on delivering timely solutions without compromising on quality.

Affordable Solutions for Every Student Making STATA Homework Help Affordable

Affordability is a key concern for students seeking homework help. Recognizing the budget constraints that students often face, our service is committed to providing affordable solutions. We believe that quality assistance shouldn't come at a hefty price, and our pricing reflects that commitment.

Our Approach to STATA Homework Help Expertise That Matters

When you choose our STATA homework help service, you're not just getting assistance; you're gaining access to a team of experts with in-depth knowledge of STATA. Our tutors have hands-on experience with the software, ensuring that your assignments are handled by professionals who understand the intricacies of data analysis.

Tailored Solutions for Your Needs Customizing STATA Homework Help

We understand that each STATA assignment is unique, requiring a tailored approach. Our tutors take the time to understand the specific requirements of your task, ensuring that the solutions provided are customized to meet your academic goals. Whether it's regression analysis, data manipulation, or any other STATA function, we've got you covered.

Reliable Assistance You Can Count On The Reliability Factor in STATA Homework Help

Reliability is non-negotiable when it comes to homework help. We recognize the importance of delivering solutions that you can trust. Our team is dedicated to providing accurate and reliable assistance, giving you the confidence to submit your assignments knowing they meet the highest standards.

Secure and Convenient Payment Options Ensuring a Smooth Payment Process

We understand that the payment process is a crucial aspect of any service. Our STATA homework help service offers secure and convenient payment options, ensuring a smooth and hassle-free experience. You can focus on your studies while we take care of the logistics.

The Keyword "STATA homework Help" in Action Unlocking Success with STATA homework Help

Now that we've explored the key features of our STATA homework help service, let's delve into how we incorporate the keyword "STATA homework Help" to enhance the visibility and accessibility of our services.

Crafting an SEO-Friendly Title STATA homework Help: Timely Assistance for Academic Success

In the title, we strategically position the focus keyword "STATA homework Help" to capture the attention of individuals searching for assistance with STATA assignments. This title not only communicates our core service but also emphasizes the timeliness and academic success associated with our help.

Subheadings Amplifying the Focus Keyword Reliable STATA homework Help for Your Academic Challenges In this subheading, we combine the focus keyword "STATA homework Help" with the words "reliable" and "academic" to reinforce the trustworthiness of our service and its direct impact on academic success.

Achieving Keyword Density Balance Affordable Payment Plans for STATA homework Help In this sub-subheading, we seamlessly integrate the keywords "STATA homework Help," "affordable," and "payment." This not only contributes to achieving the target keyword density but also emphasizes our commitment to affordability and transparent payment plans.

Conclusion In the realm of STATA assignments, timely and reliable assistance is a game-changer. Our STATA homework help service combines expertise, customization, and affordability to ensure you not only submit your assignments on time but also excel academically. Don't let the complexities of STATA hold you back—choose our service for the support you can trust.

Remember, when you need STATA homework help, we're here to provide the reliable and affordable assistance you deserve. Unlock academic success with confidence, knowing that our team is dedicated to your triumphs in the world of STATA.

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Who else normally gets stressed with their never ending assignments?

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Mastering SPSS at the Graduate Level: Sample Questions and Expert Solutions

In today’s data-driven academic environment, graduate students frequently encounter statistical challenges that demand not just theoretical knowledge but also the practical application of tools like SPSS. Mastering these techniques is crucial for research, thesis development, and coursework success. However, many students seek online statistics homework help to confidently navigate SPSS-related assignments, particularly at the master’s level where complexity increases significantly.

At StatisticsHomeworkHelper.com, we support students by offering customized SPSS solutions, guiding them through real-world data analysis problems, and simplifying intricate statistical processes. Below are two sample SPSS questions that reflect the depth of work our experts complete for clients, along with step-by-step professional solutions.

SPSS Question 1: Exploring the Relationship Between Job Satisfaction and Organizational Commitment Using Correlation Analysis

Question:

A researcher is conducting a study on the relationship between job satisfaction and organizational commitment among employees of a mid-sized company. The dataset includes employee responses to validated scales measuring both variables on a continuous scale. The objective is to determine whether a statistically significant relationship exists between the two variables. The researcher intends to use Pearson correlation in SPSS.

Perform the necessary analysis and interpret the results, including effect size, significance level, and practical implications.

Expert Solution:

Step 1: Data Preparation in SPSS

The first step involves verifying that the two variables—Job Satisfaction and Organizational Commitment—are measured on interval or ratio scales, and that there are no missing values or significant outliers that may distort the results.

Assumption Checks:

Both variables are continuous and approximately normally distributed.

There are no extreme outliers, as verified using boxplots.

Linearity between the variables is confirmed via scatterplot.

Step 2: Running Pearson Correlation

In SPSS:

Navigate to Analyze > Correlate > Bivariate.

Select both Job Satisfaction and Organizational Commitment.

Check the box for Pearson and two-tailed significance test.

Run the analysis.

Output Interpretation:

Let’s assume the output showed the following:

Pearson correlation coefficient (r) = 0.68

p-value (Sig. 2-tailed) = 0.001

Interpretation:

The Pearson correlation coefficient of 0.68 suggests a strong positive linear relationship between job satisfaction and organizational commitment.

The p-value of 0.001 is less than the conventional alpha level of 0.05, indicating that the correlation is statistically significant.

An r of 0.68 corresponds to a large effect size, suggesting the relationship is not only statistically significant but also practically meaningful.

Practical Implication:

The results imply that as job satisfaction increases, organizational commitment tends to increase as well. This finding is important for HR professionals and organizational psychologists aiming to enhance employee retention and productivity. SPSS provided a streamlined way to quantify and validate this important relationship.

SPSS Question 2: Conducting a Two-Way ANOVA to Assess the Impact of Teaching Method and Gender on Academic Performance

Question:

A graduate-level education research project aims to investigate the interaction between teaching methods (traditional vs. flipped classroom) and gender (male vs. female) on student academic performance. The dependent variable, academic performance, is measured as a final exam score. Using SPSS, conduct a two-way ANOVA to examine both main effects and the interaction effect between teaching method and gender.

Interpret the findings in detail, including significance testing, interaction interpretation, and effect sizes.

Expert Solution:

Step 1: Data Requirements and Assumptions

Before running a two-way ANOVA in SPSS, we ensure the data satisfies key assumptions:

The dependent variable (exam score) is continuous and normally distributed.

The independent variables (teaching method and gender) are categorical with two levels each.

Homogeneity of variances is checked using Levene's Test.

Step 2: Running Two-Way ANOVA in SPSS

To perform the analysis:

Go to Analyze > General Linear Model > Univariate.

Set Exam Score as the Dependent Variable.

Assign Teaching Method and Gender as Fixed Factors.

Under Options, select Descriptive Statistics, Estimates of Effect Size, and Homogeneity Tests.

Run the analysis.

Assumed Output Summary:

Main effect of teaching method: F(1, 96) = 6.54, p = 0.012, partial η² = 0.06

Main effect of gender: F(1, 96) = 0.78, p = 0.38, partial η² = 0.008

Interaction effect: F(1, 96) = 4.89, p = 0.030, partial η² = 0.05

Interpretation:

Teaching Method has a statistically significant main effect on exam scores (p = 0.012). Students in the flipped classroom performed better on average.

Gender does not significantly affect performance independently (p = 0.38).

The interaction effect between teaching method and gender is significant (p = 0.030), indicating that the effect of teaching method differs by gender.

Post Hoc Exploration:

To explore this interaction further, we conduct pairwise comparisons or plot the interaction using Plots > Profile Plots. This reveals, for example, that female students benefit more from the flipped classroom than male students, while male students show comparable performance across both methods.

Effect Size Consideration:

Partial eta squared (η²) values suggest small to medium effect sizes for both teaching method and interaction, reinforcing that the flipped method is especially beneficial for certain student groups.

Practical Implications:

This analysis supports a more tailored instructional strategy. Educators may consider integrating flipped classroom techniques, especially in courses with a high percentage of female students, to boost academic outcomes. SPSS’s flexible GLM tool enabled this nuanced analysis.

Final Thoughts: Expert-Level SPSS Work for Advanced Learners

These sample questions demonstrate the complexity of SPSS-based analysis at the master’s level. Whether you're exploring correlational relationships in workplace psychology or dissecting educational interventions through factorial designs, proficiency in SPSS is essential for conducting reliable and impactful research.

However, statistical software like SPSS can be intimidating, especially when navigating multiple variables, assumptions, and effect size interpretations. That’s where professional support becomes invaluable. At StatisticsHomeworkHelper.com, our mission is to assist students with both conceptual clarity and technical precision. Each solution is customized, adheres to academic guidelines, and is delivered with full SPSS syntax, outputs, and expert commentary.

From preparing thesis-level analyses to decoding intricate classroom assignments, our team is equipped to deliver the expertise you need—on time and stress-free. For those pursuing excellence in statistics, mastering tools like SPSS is only the beginning. With the right guidance, academic success is not just achievable—it’s guaranteed.

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Help with Statistics Homework to Build Confidence in Stats Class

Statistics is an essential course for all disciplines including business, social science, engineering, and data science. Statistics, in particular, is among the most difficult subjects that many students struggle with. Challenges often arise from its mix of theoretical and practical aspects of the subject, mathematical computations involved, and precision needed in the analysis of data. It is not easy to develop confidence in statistics, but with the right approach, tutorials, resources, and change of mindset it is possible to master statistics rather than to fear it. In this article, you will discover how students can increase their confidence in statistics class by seeking the right help with statistics homework and how quality assistance can keep them one step ahead.

Why Statistics Feels Intimidating and Why Confidence Matters 

Statistics is intimidating for many students, often due to a few core challenges:

Complexity and Abstract Concepts: Statistics involves abstract thinking which is more complex than algebra or calculus, requiring proficiency in concepts such as probabilities and statistical modeling. Most students often find it difficult to identify which statistical tests to use, or when to use a t-test instead of an ANOVA or comprehend what p-values and confidence intervals interpret.

Data Analysis Requirements: When it comes to statistics the goal is not to solve a problem, but to analyze and interpret data accurately. In the case of students who are not conversant with data manipulation tools such as Excel, SPSS, or R this can be very challenging. Application of these software tools creates an added level of difficulty making it more challenging for students to carry out their analysis.

Pressure of Application: Statistics indeed has a purpose and is not just limited to classroom teaching. It requires students to apply knowledge in solving difficult, real-life issues. It can be intimidating at times, and that’s pretty understandable because there isn’t usually a single correct answer, but rather different perspectives and interpretations based on data.

Due to these difficulties, statistics hinder the confidence of even the most disciplined learners. Due to lack of confidence, may result in procrastination, reduced performance as well as a tendency to not seek assistance from other fellow students and professors. Utilizing the right resources and guidance, students can regain confidence and develop a strong foundation in statistics.

The Role of Homework Help in Building Confidence

To obtain confidence in a statistics class one of the best things to do is to get reliable experts for high-quality help with statistics homework. Expert homework assistance goes a long way when it comes to simplifying complex topics, explaining confusing concepts, or demonstrating solutions that mimic real-life problems. Here’s how it can transform a student's learning experience:

1. Focus on Tough Topics: A tutor or homework service can give explanations that match the grasping power of a student. The solutions provided by homework help experts are self-explanatory which becomes easier for students to grasp. Difficult topics are broken down into manageable parts for easy understanding and make it engaging for students. 2. Practice with Feedback: Practicing problems along with instant feedback is critical for mastering statistics. Most assignment help services provide guidance at every step along with helpful feedback to the students to see where they are wrong and advice on suitable methods to use. 3. Application of Statistical Software: Learning advanced stat software like R, SPSS, or Python is always a challenge for beginners. Assignment help services can teach students how to use them properly, with hands-on examples of coding and choosing the right statistical methods. 4. Improved Time Management and Stress Reduction: Solving statistics homework involves a lot of time and energy. With guided assistance, students are able to solve problems faster, and with less confusion thereby cutting down time and work overload. This helps them to be able to keep up with their coursework.

Our service is aimed at students who have difficulties with completing their statistics homework on their own. Here students can find helpful resources on basic and advanced statistical methods, and analysis tools, as well as useful tips for solving problems. All in all, students not only get their assignments done but also receive useful information that can help them build confidence in the subject.

Key Strategies for Building Confidence in Statistics Class 

Besides using homework help, students can take specific actions to help herself or himself. Here are some effective strategies that can make a significant difference:

1. Understand the Basics Before Solving a problem

Indeed, statistics as a subject has a foundational structure; understanding the basic concepts first paves way for handling advanced concepts. Some of the key basic topics that are essential are descriptive statistics (arithmetic mean, geometric mean, standard deviation) probability/probabilities, and basic probability distributions. By mastering these basic concepts, students are in a good position to learn more complicated concepts like Inferential statistics and regression analysis.

A good source to sharpen your basic statistics knowledge is – “Statistics for Dummies” by Deborah Rumsey, this book breaks down essential statistical concepts in an easy-to-understand manner.

2. Use Reliable Resources and Textbooks 

Good textbooks and resources provide clarity.” Some highly recommended textbooks for students learning statistics include:

• “The Essentials of Statistics” by Mario Triola: This textbook is favored in statistics courses, as the author presents all concepts in a clear and understandable manner for students to succeed in class.

• “Applied Statistics and Probability for Engineers” by Douglas C. Montgomery: This book should come in handy to engineering students and it contains real-life examples and applications.

• “Introduction to the Practice of Statistics” by Moore, McCabe, and Craig: An encyclopedic book that also features practical examples thus recommended for students in the social and natural sciences.

3. Practice with Real Data

Using real datasets can help to make statistics much more interesting. Students can sharpen their data analysis skills by practicing with the datasets that belong to their field of study. Kaggle has free datasets for all types of projects and domains so that students can execute statistical tests on real datasets and analyze the impact of their analysis.

4. Develop a Strong Support System 

Studying with friends in a group provides additional support and motivation. Students can easily study groups to solve problems, exchange ideas, and perspectives, and study material. Moreover, there are many forums and communities available online where students can join and get guidance and advice from experienced statisticians.

5. Seek Help Early and Consistently 

This is one of the most common mistakes that students make is waiting until the last minute to complete their assignments. Engaging with homework helps experts prevent last-minute panic and enables students to strengthen their conceptual knowledge gradually and at the same time identify weak areas. This helps build confidence.

Our Statistics Homework Help Service: Building Confidence Step-by-Step 

For students who are in need of help with statistics assignments, our homework help service provides a reliable medium. We offer:

•Personalized Tutoring: Our explanations are based upon the individual abilities of the student; to help him/her solve certain questions or tasks they are having difficulty with.

•Assignment Solutions: We offer comprehensive solutions for your assignments and homework with post-delivery clarification support to clear all doubts.

•Software Support: We advise on how to utilize R, SPSS, SAS, MINITAB, Excel, and other statistical software that are widely used in statistics classes and assessments.

• Flexible Scheduling: We are flexible to enable the students to come for help as and when they want to.

More Teaching Aid and Assistance for Statistics Students

To supplement further help with statistics homework, here are some additional tools and resources students may find useful:

•StatCrunch: An online tool to perform statistical analysis with simple and versatile tools.

•Wolfram Alpha: An application or software that can handle statistical problems and provide a step-by-step explanation of how it was solved.

•YouTube Channels: There is no shortage of channels with good statistical video tutorials available on YouTube showing step-by-step examples of approaching and solving a problem pr performing statistical processes in software like R, SPSS, SAS, Eviews, etc.

Conclusion: Embrace the Journey to Mastery in Statistics

Though statistics may seem very daunting at first, with the right support and will, any student can master this important area of academics and mold themselves into confident statisticians. Getting confidence in statistics is a blend of grasping the fundamental concepts combined with continuous consistent problem-solving and having reliable expert support that can be counted upon for assistance whenever needed. Whether through our homework help service, recommended textbooks, or any additional resource, students can get over their fears, creating a definite pathway to success in statistics.

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Impact of Dummy Variables on Regression Outcomes: Econometrics Analysis Help

Introduction

In general, dummy variables in econometrics are effective tools to incorporate qualitative data into regression models. Usually taking values of either 0 or 1, dummy variables allow us to capture the effects of discrete categories (such as gender, region, or treatment) on the dependent variable. To students studying econometrics, dummy variables represent the possibility of making such categorical influences quantifiable within the standard methodologies of regression testing. These are particularly useful when analyzing data that contain not just quantitative factors but also qualitative factors such as disparity of income between different genders and the effect of government policies across various regions.

Dummy variables are very useful in econometric analysis for obtaining accurate analysis and interpretable results, as they segment data based on meaningful categories that may otherwise remain hidden. For students working on econometric analysis, learning how to implement dummy variables can simplify complex analyses and make models more instinctive. Students can take assistance from econometrics homework help experts to master different techniques that can be used in the most efficient way to set up and interpret dummy variables. This guide focuses on the basic concept of dummy variables, their use in linear regression, their importance, and their implementation using Python codes to help students in their coursework assignments.

How to Use Dummy Variables for Better Interpretability in Linear Regression Models 

Explaining what Dummy Variables are in Linear Regression

When conducting a linear regression analysis, dummy variables are used to quantify how categorical variables impact the outcome variable. For instance, we can examine the effects that the region of an individual has on his or her income. Here, the region is categorical (North, South, East, West), and by using dummy variables we obtain the binary set of indicators for each corresponding region allowing us to model the changes in incomes peculiar to these locations. If the dummy variables were not included in the equation, the regression would assume the region to be a continuous variable which is a nonsensical approach, or it would exclude this variable altogether, thus eliminating useful insights. Dummy variables solve this issue by following a binary format, where 0 or 1 are assigned to show whether that certain category exists or not. Here is a guide on performing dummy variable coding in Python, especially for simple regression analysis.

Step-by-Step Guide with Python Code 

Suppose we have a dataset involving information on income, gender, and level of education. To incorporate categorical effects into the income prediction, we will incorporate dummy variables.

1. Loading the Dataset

Suppose we have a sample dataset of people's income, gender, and education levels. We’ll use the Python library pandas to load and explore the dataset:

import pandas as PD

# Sample dataset

data = pd.DataFrame({

    'income': [55000, 48000, 62000, 45000, 52000],

    'gender': ['Male', 'Female', 'Male', 'Female', 'Male'],

    'education': ['Bachelor', 'Master', 'Bachelor', 'PhD', 'Master']

})

print(data)

Now, let’s introduce dummy variables for gender and education to capture their unique impacts on income.

1. Creating dummy variables using pandas.get_dummies()

To make dummy variables, python’s Panda library provides an easy method. Let’s create dummy variables for gender as well as for education.

# Generate dummy variables

data_dummies = pd.get_dummies(data, columns=['gender', 'education'], drop_first=True)

print(data_dummies)

By using drop_first=True we prevent the so-called dummy variable trap which happens when all categories are included in the model leading to perfect multicollinearity. Here, the gender_Female and the education_Master, education_PhD point to each category.

1. Setting Up the Regression Model 

It is now possible to fit the linear regression using dummy variables to predict income. We are going to build and evaluate the model by using the statsmodels package in Python.

import statsmodels.api as sm

# Define the dependent and independent variables

X = data_dummies.drop('income', axis=1)

y = data_dummies['income']

# Add constant for intercept

X = sm.add_constant(X)

# Fit the model

model = sm.OLS(y, X).fit()

print(model.summary())

In this setup, we include gender_Female as a dummy variable and assign it a value of 1 for ‘Female’ and 0 for ‘Male’ which will be our reference category. Likewise, for education, “Bachelor” is the baseline category, with separate summy variables on “Master” and “PhD”. Using the results of the constructed model, we can understand how being female as well as having higher educational standards influences income as compared to other baseline categories.

Interpreting the Results

Let’s understand how dummy variables affect the regression:

• Intercept: The intercept means the anticipated income for the reference category, in this case, a male with an education level of Bachelor’s degree.

• Gender Coefficient: The coefficient of gender_Female describes the variation of income of females from the male baseline category.

• Education Coefficients: The coefficients for education_Master and education_PhD indicate the income difference caused by these degrees compared to those with a bachelor’s degree.

We get insight of how each categorical variable affects the income by comparing each dummy variable’s coefficient. For instance, if the coefficient for gender_Female is negative this means, females earn less on average than males.

Looking for help with economics homework? We have the solution.

Why Choose Econometrics Homework Help for Your Assignments? 

For students learning econometrics, especially when dealing with complex analysis using Python, our econometrics homework help service provides a smooth, expert-backed solution for mastering the subject. The service is perfect for a student in need of guidance on the application of techniques in econometrics, their accuracy, and clarity regarding the implementation of Python. With our service, you access professionals who are well-experienced both in the field of study and with the implementation of Python.

Simple Process to Avail the Service 

Starting is easy. All you need to do is submit your assignment file, which includes everything - instructions and data files if necessary for the data analysis. Our team reviews the requirements for assigning an expert and then commences writing a solution following all instructions and questions. We deliver perfectly annotated code and clear explanations so you can understand every single step and apply it in future assignments.

Solution Preparation and Key Features 

Each solution is developed with a focus on its academic quality standards and the thoroughness of the econometric analysis performed. We use Python code for the calculations, elaborate output explanation, and relevant econometric theory to give you step-by-step explanations for a clear understanding.

Our key features include:

• Post-Delivery Doubt Clearing: After the solution has been delivered, we conduct free sessions to clarify all doubts.

• Free Amendments: If necessary, we perform free revisions for improvement.

• Detailed Explanations: Every solution provided is accompanied by an explanation to show how the problems are solved and the processes used.

Conclusion

Dummy variables are invaluable in the econometric model for controlling the effects of categorical data. This is where students and researchers can capture those nuances otherwise lost in purely numerical models. Students can easily create dummy variables and fit regression models using Python, getting some pretty interpretable results regarding differences across categories in their data. Being able to master these techniques will allow them to overcome complex assignments and practical analyses with confidence. Further assistance with our econometrics homework help service can provide much-needed support at crunch times and exam preparation. 

Commonly Asked Questions

1. What If I have a hard time understanding a certain segment of the solution?

After delivery of the product, we assist with clarity on the concepts in case there is an aspect that the student did not understand.

2. Can the assignment solution be customized as per my requirements?

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[celestie0]

gojo satoru x reader | college au [18+]

kickoff ch.12 how you get the girl

ᰔ pairing. college au - soccer player! gojo x film major! reader

ᰔ summary. gojo satoru is the most popular guy on your college campus. he's tall, funny, hot, not to mention he's the most talented soccer forward the school has seen in years. but he's also a frat dude, which puts him in a world very different from your own, as he spends most of his nights partying while you spend most of yours working on your annoying film major assignments. but when he reaches out to you for a favor, you realize that helping him out might have something in it for you too.

ᰔ warnings/tags. 18+, fem reader, fluff, angst, smut, college au, fraternities, sororities, partying, drinking/alcohol, romance, jealousy, pining, slow burn, opposites to lovers, friends to lovers, she falls first he falls harder, gojo being an idiot, marijuana use, sexism, sexual harassment (verbal only)

ᰔ chapter. 12/x (probably 18)

ᰔ words. 11.3k

a/n. man the color scheme for this chapter is kinda giving BRAT lolol...i mean gojo IS brat. anywho, i don't have much to say at the beginning of this chapter but i do have a LOT to say at the end of it sooo see y'all at the bottom!! hope u enjoy. also BIG THANK YOU to @whereflowerswenttodie who beta read parts of this chapter for me n convinced me not to scrap it lol

nav. masterlist

☾·̩͙꙳ moodboard no.1 :: ♬.*ﾟplaylist

11:03am you: hi! 11:03am you: good luck today 11:03am you: incase i don’t see you

11:05am Gojo Satoru: Why wouldn’t you? Aren’t you gonna be on the field for your newsletter shots?

11:07am you: i mean yes but idk where i’m gonna be stationed so 11:07am you: it might not be on UTokyo’s side of the field

11:08am Gojo Satoru: Okay then I’ll look for you before the game starts

11:10am you: no pls don’t. coach yaga thinks i distract you. i don’t want to get yelled at again. he scares me :(

11:12am Gojo Satoru: Haha you’re silly 11:13am Gojo Satoru: East side entrance at 2 11:13am Gojo Satoru: Be there

11:14am you: or be square?

11:15am Gojo Satoru: Yea whatever shape you wanna be in is fine cutie

It’s a bright sunny day outside, perfectly blue sky with a scattering of fluffy clouds seen outside the window of your shared room in your apartment, and you realize spring is fully here from the way birds chirp past the glass. You’re stuffing your camera case full of chilled Kodak film rolls, your last stash left, and it’s the last piece of equipment you pack before slinging the strap over your shoulder and heading out the door.

Mina had offered to give you a ride to the stadium since your car’s still at the shop, but you’re happy you opted for the bumpy bus ride and although you come close to low-grade concussions from the bang of your head to the window at every other speed bump, the music in your ears while someone else is operating a public transport vehicle helps you think creatively before shooting shots.

It was surprise enough that Mina of all people was going to this game, and when you questioned her about it in the morning, she looked at you like you were absurd to assume anyone from UTokyo wouldn’t be at this game, and sure enough, it’s all anyone on Instagram has been repping on their stories or talking about in the bustling minutes before lectures. Even Utahime was going to this game, and she hates all intercollegiate sports. You knew the game was a big deal, given the way Coach Yaga was yelled at via email by the Dean of UTokyo to make sure the team wins today because a multimillion dollar Nike sponsorship would be greenlit by the prospect (for some reason you were cc’d in an email chain among divisional higher-ups, but you weren’t opposed to snooping in on conversations that were entirely outside of your tax bracket).

It’s because it’s the second to last home game before the season ends, and apparently this has been statistically the best season the UTokyo D1 Men’s Soccer team has played since the new millenia. No pressure to the players on that fact, but failure wasn’t much of an option for them anymore. 

And you can feel the stakes the second you step inside the stadium. Packed would be an understatement, there were people flooding the aisles, overbooked for the sake of the university pocketing an extra buck no doubt, but spectators could care less since they were able to at least get in on the basis of that irresponsibility in the first place, despite the stadium’s capacity having long been reached before the pregame festivities even start. Banners and signs drape over railings with the school’s striking blue and golden colors, every single replay screen is lit up and brightly pixelated at every north, south, east, and west entrance for inclusive viewing. As you pass VIP security and make it into the lower field-level entry, the scattered chants from the crowd amplify in volume and you almost wince a little to yourself from the noise. The stadium felt like a living, breathing entity, pulsing with the collective heartbeat of everyone inside. 

You’ve never been more overstimulated in your life, except instead of finding it frightening, it was electrifying. And for once, you think you can understand what an athlete must feel when playing on their own home turf surrounded by those that are wholeheartedly rooting for them.

Hana is quick to spot you, panic clear across her face as she regards you with a couple pages with your assigned vantage points, a rushed briefing session, and then she’s darting down the sidelines to make sure equipment is set up appropriately where needed. She’s understaffed, given you told Utahime about Kai’s little intervention last week and she made a nasty point to the university (and possibly a handful of legal threats) and they relented in firing him. So now the three of you were down a photographer, and the extra work shows in the instructions she gave you as you skim the sheets. 

A glance at your phone tells you it’s close to 2pm, and your eyes take in the expanse of green on the field. UTokyo’s players practice kicking shots off to the right goal post, while YCU’s players practice shots off to the left. You can’t spot where Gojo is, but you faithfully head down to the East Side entrance like he asked you to. 

When you round the corner, you almost crash right into an Ichiko mascot, but swiftly dodge, and then you stop in your tracks when you see Gojo standing right at the concrete entrance. He’s leaning back against the adjacent wall, arms crossed at his chest, and he’s stretching his neck side to side with a creased brow, an intense look in his eyes, lost in serious thought, scanning the wall across from him like he’s mapping out plays in his head. 

When you approach him and catch the corner of his eyesight, he leans off the wall and flashes you one of his so extremely charmed to see you grins on reflex, and suddenly there’s nothing your senses seem to pick up on except him. Like everything else around you just disappears.

“Hey, you,” he says when he comes up to you, and you walk him like a dog back to a corner that’s tucked further away from noises and sights. You lean your back against the wall now, the coolness of concrete seeping through the fabric of your shirt, and he stands a step in front of you. Your hands toy with the strap of your camera.

“Are you ready to win today?” you ask him, and look off to the right into the flourishing seats that are still being filled to the brim, “clearly there’s no pressure.”

He breathes in deep, and releases it slowly, like there really was tension to relieve. “We’ve got no choice but to win.”

“Is that something Coach Yaga says to you guys often?” you ask him, because the man recited the same thing about five times in that email chain. “Also, apparently you take years off of his life.” Another thing he recited about five times in that email chain.

Gojo only addresses what he wants to address, as per usual. “Yeah, it’s something he says to us often.” 

“So,” you say, “what did you want to talk about?”

He looks at you puzzled, tilting his head to the side. “Nothing. I just wanted to see you.”

It’s hard to assume that he didn’t have something to talk about with the intention of telling you to meet him here, because this is the same place you confessed to him a few weeks ago, and so is also the place he so painfully rejected you. But maybe he doesn’t think about these kinds of things as much as you do. “I see.”

His tongue pokes to his cheek as he studies your anticipating expression, and then he sighs, his shoulders slumping slightly. “What are we doing? I mean, I like you, and you like me too, at least I hope you still do. Why don’t we—…why don’t we just give it a go already? I don’t see how we can move forward if you won’t at least let me take you out on a date.”

Your hands stop fidgeting with your camera strap from his words, and you lick your lips, suddenly unable to keep eye contact with him so your gaze drifts down to his chest in front of you. His uniform is clean, no smudges of dirt or grass, just pure white fabric underneath heat-pressed blue and golden accents, and of course, that signature number 10. You’re sure he’s all you’ll ever think of when you see that number now for the rest of your life. 

You know when you want something so bad you don’t know what to do once you have it? Because it almost seems too good to be true? 

“I just wanted to let stuff between us breathe for a little bit,” you confess, “it’s just, it was a lot to deal with. Being around you when I thought you didn’t want me the way I wanted you. I don’t know if this is odd to say, and maybe I’m overthinking it, but I just feel like somewhere along the way, I kind of…forgot who you were for a little bit.” This kind of vulnerability would have you running away with your tail between your legs with anyone else, but not with him. Not after everything. 

His expression softens, melting away that confrontational energy he had earlier, and he nods slowly. He opens his mouth to speak, but he can’t seem to find words. The presence of them is there, though, you can feel them. But what good are his thoughts if not voiced? 

“I just wanted to spend a little bit of time getting to know you again, I guess.” You squeeze your arm in reassurance of yourself because he wasn’t giving it to you. You let out an awkward laugh. “I don’t really know what I’m saying right now, to be honest.”

You can tell he’s at a crossroads, and you think back to this week and his efforts to get you to open up to him again. You know how he feels right now, because it’s exactly how you felt when he rejected you. Like when someone is so close, yet so far, you can feel that they’re within arms reach but never truly. And they’re slipping away for some reason that you may never know, but all you can do is assume that it’s a fault of your own. You’re not really sure what he can do to make you feel secure about this whole thing anymore, and you can see the slight panic in his eyes when he realizes that too.

“I don’t mind waiting,” he tells you, rushed with a desperation entirely contrary to his words, “what’s a week or two when I want to spend a lot more of those with you anyways.” But he takes a deep breath, like he’s already mentally preparing himself for an agonizing wait in his head.

There’s a sound over the stadium speakers, something technical and sporty and goes entirely over your head in dismissal, but to Gojo it seems to have a different effect, as he’s suddenly attentive and stands up straighter, that focused expression on his face from earlier resurfacing. You realize he needs to get back to the field. 

“Can we continue this conversation after the game?” he asks you hastily, already turning towards the center of the stadium. And he adds an obligatory, “sorry.”

“Yeah, sure,” you quickly agree, suddenly feeling like you’re taking up his time. 

He gives you a small smile, unsure in its presentation but pure in its intention. But he can only take one step towards the field before you reach out and pinch the fabric of his jersey to keep him still. He feels the tug of it and fully faces you once again. 

“Um. Just a sec,” you say, “I have something to give you before your game.”

“Oh?” he looks at you with interest, “I fucking love things.” 

“You have to close your eyes though.”

“…what is the thing…” He squints at you with a what are you up to expression.

“Just close your eyes!” you snap at him.

“Okay, okay, jeez,” he holds his hands up in front of him in surrender, shaking his head to get his hair out of his face and then he closes his eyes. “You’re scary as hell sometimes. Excuse me for being cautious.”

You roll your eyes, useless because he doesn’t see it, and then take a step towards him. You cup his jaw with the palm of your hand, his cheek twitching slightly from the unexpected contact, and then you raise on your tiptoes to press your lips to his cheek. It’s short and sweet with the sound of a peck.

“For good luck,” you whisper, then you quickly lower yourself back onto your heels, take a step back and tuck some strands of hair behind your ear. The ground suddenly interests you.

He opens his eyes, blinking a few times with shock and his hand comes up to brush the tips of his fingers against the spot you kissed him, and then his gaze goes comically dazed when he reaches out to hold you. “Alright, c’mere you,” he says, closing his eyes and puckering his lips as he leans down to kiss you but you laugh and push his face away.

“No no no, only on the cheek for now,” you say with a small laugh.

He does nothing to restrain his frustrated groan. “You can’t do something that cute and then expect me to be chill about it.”

“If you win, then, maybe I’ll let you kiss me for real.”

“Maybe?”

“Yes. Maybe.”

He’s close, towering over you near this bustling east side entrance that he seems to like so much, and his eyes drop to your lips. “Alright. I like those odds.” 

You give him a smile and slip away from him to get back towards the field, and you feel his eyes on you as you walk away.

The pregame events are a blur, with blaring music accompanied by the sounds of the sports announcers clipping across the speakers, finally quieted down in time for the players to line up on the field for the national anthem which was then followed by UTokyo’s alma mater. 

You’re stationed on the same side of the field as Minato, UTokyo’s side, while Hana is covering the sidelines of the opposite end with the opponents goal post. Minato’s filling up a cup of Gatorade for himself at the athlete’s station and then he comes back around to find you.

“Are you ready to take your shots? I see Hana wanted you to shoot on film today,” he says to you as he sloshes around Glacier Freeze in a flimsy plastic cup.

You twist your aperture dial with your thumb. “Yesss, all set. I’ll try to keep up.” 

He nods at you in approval.

The atmosphere feels nerve wracking. Something felt different about this game, the stakes feeling high. Well, of course they’re high, because if they lose today then they’re out of the tournament. But the stakes feel high for other reasons too, an energy you can pick up on but can’t quite discern. 

Your eyes drift across the field where you can see a referee placing a ball at the center of the field. Off to the right, you can see Gojo standing with a few of his other teammates, including Geto, Nanami, and Choso, and they’re all gesticulating to various corners of the field as they discuss what you can only imagine have to do with their plays for today. And you realize— it’s their last college soccer season. Their second-to-last official home match before the championship, and for those of them that haven’t qualified for the national league, it may be their second-to-last match of this caliber for the rest of their lives. One of the final chances that they have to prove something of themselves. The determination was palpable. 

The chief referee’s whistle cuts through the air with three short chirps, and that gathers the attention of all the players on the field. UTokyo wins the coin toss, choosing to kickoff, and YCU’s players choose to attack the left side goal.

Your stomach churns with anticipation, the crowd hushing too as all the players take their places on the field. If you feel nervous, you can only imagine how the athletes feel. There’s a rhythm that you’ve learned over the past couple of months getting to know the sport, where players stretch out their necks and kick out their feet and take subtle deep breaths as they survey the stands. Idle moments before the start of the match where they have no choice but to look forward and only forward, so they take a moment to stay in the present for as long as they can gather. You’ve never been much of a sports spectator, and perhaps you’ve only recently had some personal interest in the team, but you realize you feel pride in your school as you stand behind chalk sideline and see UTokyo’s colors scattered across the field in uniform. And fuck, you wanted them to win. You wanted them to win with fierceness and wrath, and it’s a desire you share with the crowd. 

Gojo spends a minute talking to the referee before the black and white striped man pats him high on the back in the good sport and urges him towards the center of the field. He lifts his foot up onto the ball, rolling it back and forth underneath the spikes of his cleat, and you can see it in his eyes, even from all the way over here, that he seems to have different ideas in mind for this game too. High stakes. Pre-determined, set with will, evident in the clench of his jaw and the concentrated furrow of his brow as he surveys the field with his eyes, and you’re lost in the sight for what feels like forever because you can hardly register the chirp of the ref’s whistle. 

And then the kickoff starts. 

The ball is tapped to Geto to start the play, and the first few minutes were intense as the ball was passed back and forth between UTokyo’s players, placing pressure on YCU’s defense as they inched closer and closer towards the goal. A pass between UTokyo’s #4 was intercepted by YCU and the ball was rushed down towards the left side, the crowd’s horror evident in the uproar as they raise to their feet in fearful anticipation, and with ruthless offense, YCU’s forward takes a clear sink shot towards the goal, and the crowd holds their breath before they watch Choso lunge for it in air, gloved hands firmly grabbing the ball and then pulling it to his chest with a possessiveness you can only expect to see from a skilled goalie, before he crashes down into the ground and the crowd releases relief in the form of rowdy roars.

Ten minutes in, with everyone on their toes, each team tested each other’s defenses. UTokyo were known for stellar offense, especially within the past few years with players like Gojo Satoru and Takuma Ino joining the league as powerful forwards, but UTokyo’s overall offense was still statistically second to none other than YCU. And the pressure YCU was putting on UTokyo’s defense was wearisome to say the least. You glance to see Nanami, who is UTokyo’s best defensive player, huffing and puffing as he stands between two light-footed YCU players in an attempt to guard, and fails an attempt to steal the ball before it gets to the feet of YCU’s striker #6, passed in a split second off to his teammate, with a fake so seamless that it has Choso just a couple inches away from touching the ball before it’s sent flying into the net. 

The noises from the crowd are still loud, but dampened in spirit. 

With the referees hand signal up in the air, the current score is confirmed. 0-1, YCU. 

Coach Yaga calls for a sub, in which he switches Nanami out for who you believe is a 2nd-year defensive player name Yuta you’ve seen around practice with a promising statistical record for interceptions, and you watch as Nanami takes the bench before he swipes the sweat off his face in exhaustion. God. Just fifteen minutes into the match, and YCU already has UTokyo’s defense winded from play. 

You bring your camera up to your face, forgetting for a moment that there was still a job to do here, and you position the direction of the lens towards the center of the field, where Gojo takes his place at the ball once more. Yuta briefly passes by him, signaling some play to him by holding up a number three, likely something Coach Yaga asked him to pass on to Gojo, and you see him briefly nod, his mouth slightly agape as he breathes slowly and pulls his jersey up to wipe at the sweat at his forehead. 

The referee chirps the whistle, Gojo taps the ball to Yuta, and the play starts. 

YCU immediately puts pressure on UTokyo’s offensive play once more, with eager movements to steal the ball, but it’s passed between UTokyo’s players with ease, more practiced and more sure. The kind of play that you and the rest of the school was used to seeing from them. However, Geto loses the ball on a left-back pass, but right when YCU makes attempts to cover field in a long-shot kick towards the left, Yuta intercepts the ball and swiftly passes it to Gojo.

The crowd immediately rises to their feet in anticipation, watching as Gojo shuffles the ball down the field, dangerously close to off-field boundaries, a signature tactic he uses because he knows there’s not a single player in the league that can match him in precision and control to keep the ball in-field on a steal, and he swiftly passes it towards Geto with a side-swept kick, beelining down towards the goal post, in perfect time for Geto pass-back to meet his feet and when Gojo was this close to a net, there was no stopping him. 

He draws his right foot back, and explosively kicks the ball forward, chipping the grass under it in the motion, and it’s sent flying towards the goal, and then threaded past the goalie right to the back of the net. The cheers that erupt across the stadium rumble the ground beneath you. 

1-1, even match.

UTokyo spends no time celebrating, other than a few pats to Gojo’s back as he nods in acknowledgement, no emotion on his face other than pure concentration and greed. The greed to win, like a righteous sin. He stretches his neck out, panting slightly as he takes his place towards the right side of the field and the referee chirps his whistle to signal YCU to start the kickoff.

They quickly make attempts in moving the ball towards their scoring-end of the field, but face push-back from UTokyo’s defense, unable to make it much further past the midfield line, and you bring your camera up to take a snap of Gojo, who you see is still standing off to the right side of the field. But when you position it and peer through the viewfinder, that space he once stood at was empty. You pull your camera down, and blink at the sight, and then the crowd is picking up in volume once more.

Gojo sprints down the flank, cutting past every defender, and moves towards YCU’s attacking goal, which was a shocking place to be for a center forward, but you could feel his desire and determination to steal this back-and-forth ball, and succeeds when YCU makes an open pass, thinking they were in the clear, only to have Gojo sneak in at the last moment and get the ball at his feet. 

The play moves by in a flash, a blur that you or anyone else in the stadium could hardly keep up with it, movements so fast you were shocked a human being was capable of even running that far in such a short amount of time, and in an almost embarrassingly easy play, Gojo makes a fool out of YCU’s defenders as he slips the ball through the legs of his last obstacle before he struck it with sharp precision, sending it soaring to the corner of the goal, past the outstretched arms of the goalie, and into the net. 

2-1, UTokyo.

It was electrifying, the feeling that strikes through the stadium, one that reaches you in your own blood. You’re shocked, standing here, after witnessing Gojo score two goals within the matter of minutes, against one of the top three teams in the league. It’s a shock that reaches everyone, including Coach Yaga who’s standing about ten feet down the line from you, his arms crossed, and you see his eyes for the first time as he takes his sunglasses off to get a better look at what he’s seeing.

You trail his sight, dragging your gaze across the field until it lands at Gojo, who is barely acknowledging the encouraging pats and shakes and goodhearted shoves that his teammates were giving him, because he was focused. It might sound crazy to say, but you swear his eyes looked like a fiercer shade of blue, like they were lit up, and you’re insanely glad you’re not one of YCU’s defensive players at the moment because you feel fearful of him even just standing on the sidelines. 

Your gaze trails back to Coach Yaga, who slowly puts his sunglasses back on but his brows are narrowed tightly as he crosses his arms over his chest tightly.

The “athletic zone”... You’ve heard of it before. A state of pure focus, of peak performance, where an athlete experiences optimal concentration and a sense of effortless control over their actions. In which they perform at their highest level, where time slows down, any and all distractions fade away, and they’re completely immersed in their sport at hand. At the task at hand.

Coach Yaga seems to pick up on the fact that Gojo was on the edge of tapping into that state. 

YCU makes a substitution, and you watch in anticipation as they begin the kickoff. 

There’s fire in their veins with desperation to even out the score once more, rushing the ball down the off-field line, one of their center forwards mimicking Gojo’s signature attack pattern, and Yuta struggles to keep up with the expert dribbling of a fourth-year player with more experience on him, so much so to where he completely leaves the ball unguarded and there’s an open shot, but Geto places pressure at the last moment, in a fierce battle for the ball, before YCU’s center forward loses the ball over the goal line. 

Choso picks the ball up, tapping on it harshly a few times as he surveys his eyes down the field, and all offensive players begin to shuffle towards their attacking goal in anticipation for the goal kick. He signals his hand down and then holds up two fingers in the air before placing the ball down on the six-yard box. He tightens the strap of one of his gloves, eyes squinting, and you follow his gaze down to a part of the field where you note UTokyo’s best aerial players are located and being guarded by YCU’s defense. And with complete trust in his team, that’s exactly where he kicks the ball. 

Geto makes first contact with the ball, his chest colliding with two other YCU players as his head comes out on top and he headbutts the ball closer towards the inner field, and Gojo immediately gains access to it with a bounce of his knee. The crowd holds their breath, fear that they’ll lose the ball to a steal in the split second it spends floating in the air, but Gojo urges it forward with a bounce off of his chest and then rushes it straight down towards the goal post. 

You wonder what sight he sees right now. Where you’re dead center, at no angle, lunging towards the sight of an open goal with a sole goalie standing in the center, anticipating to block your shot, and three defenders on your tail. There’s no room for error, no time to think, only instincts that you cultivate in the last leading milliseconds. They say that, in sports, athletes channel one hundred hours of practice in just a brief second on the field. A split second success that was years in the making. You can’t even imagine possessing that level of perfection in your body, or possessing that level of confidence that you can follow through with it in a moment as dire as this.

It was unreal, the way Gojo fades away from all the defenders, and faces no fear when confronted with the sight of the goalie in front of him while drawing his foot back to kick the ball. You lift your camera up at the last second, no time to think about aperture or ISO, just like he had no time to second-doubt a single twitch in his muscles, and his foot makes contact with the ball so harshly that you can hear the explosive sound even among the delirious cheers from the crowd, before he hook, line, and sinks it straight past the goalie’s head, rushing by like a scarcely deflected bullet, and into the net behind him. 

3-1, UTokyo.

The whole stadium is momentarily speechless, all players and referees and recruiters and reporters and coaches and employees alike, before the most deafening cheers you’ve ever heard in your life scatter across the stands.

There’s a moment of brief reprieve, where the players can catch their breath while YCU makes yet another substitution, as if they’re just trial-and-erroring it at this point, and the cheers in the stadiums remain idle as you can’t tear your gaze away from Gojo.

It’s one of those moments where you realize that someone who you thought was so familiar to you was actually someone you hardly knew at all. You knew he was a talented soccer player, everyone on campus knows it, potentially one of the best to ever grace the league, and the amount of times you passively watched his plays on a lecture hall projector screen as your professor enthusiastically broke them down during class, even before you met him, was good enough for you to realize that he was insane, a one-in-a-million, a talent you cannot replicate, one you have by divinity. One you were born with. 

And yet, somehow, getting to know him these past couple of months, he just felt so human. For someone so seemingly beyond you, he felt so…close? In those moments where it was just the two of you, it was hard to imagine that he was capable of such greatness, and that so many people were rooting for him with wholehearted tears in their eyes and cheers from their hearts, because most of the time, when he was with you, he was just a dorky idiot. You find that your heart is beating fast in your chest, that feeling of being unsure of what to do with what you’ve been wanting resurfacing powerfully. 

“This is insane,” you hear Minato say from beside you and you jump a little from your thoughts being interrupted.

You twiddle with your camera straps. “I know…almost done with the first half and we’re up 3-1…I thought YCU are number one in offense for the league?”

“Oh, yeah, I mean, yes, that is insane too. But what’s even more insane is that three of the goals so far have been scored by one player.” He tips his chin towards the right sight of the field and you trail his line of sight. “By Gojo Satoru.”

Your brow furrows as you watch Gojo, his hands on his hips and his mouth slightly open as he indulges in a few shallow breaths to gain energy while YCU prepares for kickoff. Three goals, by just one player. Your eyes widen when you realize that is insane, especially for a D1 semi-final qualifying match.

“You know what the divisional record is for most goals scored by a single player during a championship match, y/n?” Minato asks you as he lifts his camera up to take a picture of the area Gojo was standing in. 

You shake your head and wait for his response.

He drops his camera down and glances at the photo on his screen. “Four. During Keio Uni vs. Osaka Uni, near the beginning of the tournament back in 1997 by Osaka’s center forward number 24, Yuji Nakazawa. Meaning no one’s managed to beat that record since the new millenia, for a couple decades. Although a few players came close.”

You blink at him, and Minato is jerking his chin over in the direction of Gojo again.

“I think he’s trying to beat the record.”

You can only widen your eyes at Minato in realization, and then the chirp of the referee’s whistle draws everyone’s attention back to the field. 

The sports announcers go wild on the speakers, the crowd raving all the same, standing to their feet like the team just won the championship match.

“LADIES AND GENTLEMEN!! We are watching HISTORY in the making!! Gojo Satoru, UTokyo’s very own 3-year consecutive MVP, has scored his 34th goal of the season, highest of any player in this year’s season so far, and is now on the road to beat the league’s long-standing record for most goals scored by a single player in a championship match since 1997!!” And the crowd roars even louder as you stare out at the field in awe.

YCU starts the kickoff following the prompt short chirp of the referee’s whistle, and with two minutes remaining on the clock for the first half, make desperate attempts to book it down the field towards their attacking goal, one of their midfielders making a clumsy attempt to strike the ball to the net in the final minutes of the half, and Choso easily catches it in his arms, right before the buzzer of the timer sounds, and the match moves into halftime. 

All of UTokyo’s players immediately flock towards Gojo in sportful glee, finally having a chance to surround him and harass him with harsh pats on his back and ruffles of his hair for his play in the first half. Choso even puts him in a headlock because they all don’t know what else to do with their excitement and adrenaline rushing through their bodies. Their win for today was basically confirmed with the way he was playing. 

You catch a glimpse of him through the crowd of people, and he has a boyish grin on his face, reveling in the embarrassing amount of attention from his teammates, that focused look from before dissolving into his normal self again. But you can see through him, as well enough as you’ve learned to at least, and you can tell he’s not satisfied. He’s thinking it’s not enough. There’s still more to be done, and it’s not time to celebrate yet. 

His eyes scan down the sideline until they find you. 

Your heart jumps a second in your chest. He stands up straighter, despite his teammates still clinging to him, and there’s a twinkle in his eyes when your eyes meet. 

Cheerleaders take their place out onto the field, performing their numbers with loud music blaring, and the recruiters seated at their white tables get up to roam across the sidelines in discussion with referees and with Coach Yaga and with whatever players they can sink their greedy teeth into, as well as sneak at refreshments while they’re at it. You can see off to the right that Hana has reunited with Minato and she’s showing him some of the shots she took over at the opponent's side. 

UTokyo’s players start to make their way to the benches to grab for towels and drinks of water and to sprawl across in rest, and you hear loud familiar laughter approaching as you watch the players sprawl across the benches, so you avert your eyes towards the source of the sound. 

You see Gojo approaching the benches, two of his teammates slung with their arms around him in some type of adrenaline-drunken glee as they talk dramatically and theatrically which Gojo entertains with his own drunk-off-of-adrenaline glee. And you raise an eyebrow at his demeanor when he makes eye contact with you.

“There’s my freaky little photographer,” he says, and he’s standing up straight and—wait, is he puffing his chest out as he makes his way towards you? Oh for fucks sake.

Gojo has always been confident around you, for as long as you can remember, but in the fair few moments he’s been cocky, he’s been a menace. And you can only assume the testosterone-induced high of being on the verge of breaking a league record in front of the entire school then subsequently getting homiesexually praised by his teammates for the better part of the past five minutes, not to mention with the crowd and the reporters feeding his ego with a spoon across the speakers, he’s been transformed into the final boss of cocky.

His teammates surround you too, their hands on their hips as they assess you and Gojo when he meanders right up to you, arms held out to hug you, a sleazy sight you’ve seen probably six times this week, and you feel a rush of warmth in your cheeks as you place a hand on his chest to keep him away.

“You’re sweaty and gross, please stay away from me,” you reprimand him, “this is an expensive lens that is not humidity-proof.” 

“Hey, you’re the girl that Kentaro socked in the face with a ball the other day at practice, right?” one of his teammates asks, leaning in towards you to take a closer look at your face.

“Oh yeahhh, ‘cause Satoru wasn’t paying attention,” another one of his teammates chimes in teasingly, hardly heard over the loud remix playing in the background as the cheerleaders continue to perform on the field. 

You shrink a little from where you stand. Gojo’s got an irritated look on his face and he’s shrugging his teammate’s elbow off of his shoulder.

“I really hope you’re getting my good angles,” his teammate to the left comments before winking at you, and you purse your lips together. 

The one on the right leans in too, looking at your cheek with an assessing look in his eye. “At least it didn’t leave a scar on your cute face—”

Gojo shoves the both of them back and away from you by elbowing them in the chest, and they make deep eugh noises before stepping away and rubbing at their sternums with pouts on their faces.

“Get the fuck away from her,” he grumbles, “she’s mine.”

Your cheeks flush slightly with warmth at the attention, and you watch as his teammates scurry away to adhere to some social hierarchy Gojo seems to possess over them.

You raise an eyebrow at him. “Yours?”

“Yes. Eventually. Whatever, did you see me out there?” he turns his torso towards the field and points behind himself with his thumb, “when I—”

“Oh god, you know what’s soooooooooo super sexy to me?” you interrupt him. “When guys are humble.”

“Oh c’monnn,” he curls his arm around your waist and pulls you to him, to where you stumble a little on grass and he holds you when you fall into him with more clumsiness than grace. “Tell me you aren’t at least impressed by me.”

You pout, because you are, and you’d really like to give him some reassurance and validation, but for some reason his cocky attitude is setting you off. “Satoru,” you sigh, wiggling a little in his hug, but he holds you tighter, “I’m working right now. Cut it out.”

He lets go of you at that, sober enough from the adrenaline to realize you’re being serious, but he steps into your space so only you can hear him. “What? Are you embarrassed?”

“Of what?” Your face twists with confusion.

“Of me. Are you embarrassed of me?” he asks.

“No. Why would I be embarrassed of you?” you ask with sharpness.

“I don’t know, just, sometimes I feel like you’re always annoyed by me,” he says with a sigh. “It’s like, you’re really sweet sometimes, and then kinda rude out of nowhere, and it’s sort of messing with my head.”

You pout. “You were messing with my head for weeks.”

“And I’m sorry about that,” he quickly interjects, like he already knew you were brewing up that counterargument, “but you don’t have to act like you’re all disinterested and indifferent just to get back at me for it.” He places his hands on his hips and wipes his temple on the round part of his shoulder when he feels a drop of sweat trickle down from his hairline. “You don’t have to act embarrassed around me either.”

“I’m not embarrassed,” you deny, and your cheeks feel hot, and for some reason you feel angry. “In fact, I’m the one that should be asking you that question. Because I still very clearly remember that time you said I was just someone you know in front of your friends.”

He groans and tilts his head back with frustration. “Can you just let that go? Things have changed between us since then. Move on.” 

“You kissed me and then pretended I was just a stranger to you in front of your friends,” you grit as you cross your arms. “That’s the level of sincerity that I know from you, Satoru.”

“Oh, okay, so there’s nothing else I’ve done that shows you that I’m serious about you?” he asks rhetorically with incredulity, throwing his hands up in the air in disbelief.

No. That’s not true, not true at all. But he’s pissed you off now and so all logic was to the wind. “Doesn’t matter. If you’re not embarassed of me, and if you’re really serious about me this time, then fucking prove it.” You’re speaking out of spite, and you fear you’ve just set him off too.

“Fine,” he says, and he grabs the microphone straight out from a passing reporter’s hand, replacing it with a gatorade bottle. The reporter stares at the bottle he’s now holding with confusion. “I will.”

“W-Wait—” you squeak out, feeling the hair at the back of your neck bristle in anticipation and a shiver gets sent down your spine. The cheerleaders are making their way off the field at the end of their routine, and you can hear the thumps across the loud boisterous speakers when Gojo whacks his palm to the microphone to make sure the thing was on before he jogs to the center of the field.

The crowd is already cheering, ecstatic to see the afternoon's star player and pride & joy of their school, and Gojo takes a moment to soak in all the glory in comical appreciation with bowing towards all 360 degree angles of the stadium.

“Uhhh,” you hear Choso from beside you, who’s strapping his thick goalie gloves tightly to his wrists, “Why the fuck does Satoru have a microphone while standing in the middle of the field.”

“It can’t be for any publicly decent reason,” Geto muses.

All you can do is watch.

“Hi, uh,” Gojo starts, static blaring slightly across the speakers and the crowd winces with him, “sorry. I’m Satoru, Gojo Satoru, you might know me from—uh, the game you’ve been watching?”

Cheers all around, because as if a single person wouldn’t know who he is. The stands were rowdy and most definitely drunk off of sidestep beers the stadium has been serving all afternoon long. 

Gojo is about to continue speaking, when he catches sight of the table of recruiters in the corner of his eye and he turns to face them out of respect. “Oh, yeah, uh, number 10,” he tugs his jersey up at the shoulder to stretch out the fabric, the 1 and the 0 flattened in view, “division player ID 233-997. Coach Yaga keeps my business cards in his purse if you want one.”

“SAAAAATTOOORRUUUU!!!!!” you hear Coach Yaga yell from somewhere in the distance.

“Anywho,” Gojo continues, and the music dims slightly, so he glances at the stop clock on the screen, which shows him he’s got roughly five minutes left to pull off whatever idiocracy he had in mind before the second half of the game starts. “Just here to say that there’s this girl I really like.”

The crowd gets louder, almost deafening, and sonically mostly feminine in (delusional) hope he’s gonna name call one of them.

Gojo’s voice is crisp and clear through the speakers as he clarifies. “She’s standing over there,” he says as he nonchalantly points to your exact latitude and longitudinal direction, “with the big camera slung around her neck that looks like it could pull her down to the center of the earth. Yeah. She’s super cute and I really like talking to her.”

“Uh-oh,” Geto murmurs from beside you, and you glance at him to try to get a read on the situation but you can’t.

Gojo starts to pace across the center of the field now, like he’s working the crowd. “But get this—she thinks I’m not fuckin’ serious about her!!!”

The crowd groans with him in unison. Yep, most certainly drunk. Or high off of glee. Either way, he’s playing them like a violin.

“Huh?” Gojo’s voice sounds distant now, away from the mic, and you can see on the large pixelated screen that he’s being interrupted by someone that looks like one of the videographers, “oh, what’s that? This is being broadcasted? Uh-huh. Oh. I’m not allowed to cuss? Oh fuck, okay. Er— shit, okay. Wait—shoot, okay.”

Choso’s smirk is heard from beside you, and you catch Geto and Nanami shaking their heads in your periphery.

“LIKE I SAID,” Gojo continues into the mic, “the girl I like thinks I’m just messing around, so. Uh. To show her that I’m serious about her, I’m gonna…” He looks up at the sky to ponder, and you can hear people shouting all sorts of suggestions of nonsense from the crowd. And instead of saying proclaim my undying affection for her through a romantic soliloquy straight from my heart in the presence of the entire school, he says—“I’m gonna strip. Yes. Down to my tighty whities, Imma strip.”

H–

Huh?!?!?

You don’t even have time to be horrified or scared, you’re just bewildered beyond belief that that’s what he came up with.

What the fuck kind of reassurance did you ask for. And what the fuck kind of reassurance were you about to get?

The crowd goes wild, it’s no surprise to say everyone and their mothers wants to see him naked, even the straight dudes would dig it for the gym inspo. And he points straight to you, sleazy look on his face and you’re going to ignore the fact that he just winked at you too as he crosses his arms to hold the hem of his jersey and pulls it up over his head in the most raunchy and slutty way a man can take his shirt off.

The music manager is quick with the bit, and is most definitely a fellow Gen Z college student, because Justin Timberlake’s SexyBack (ft. Timbaland) starts playing across the speakers and the crowd goes ballistic.

“Ayo why’s Satoru Magic Mike’ing the field right now?” one of his other teammates calls out through a mouthful of protein bar, “What the fuck did I miss?”

The cameraman does God’s work in a hella zoom-in of Gojo’s sweat glistened abs, then pans up the naked expanse of the perfect taut skin across his chest, and you can’t help but stare even among all your horror. It’s like when a male bird embarrasses the fuck outta himself to attract a female bird sitting on a perch, except instead of within the context of a NatGeo documentary, this was your real life. Everyone wants him, but he’s making a fool out of himself for you. 

He pretends to stretch his arms up into the air, a cover-up to flex his biceps, and then he kicks his cleats off, and the socks come off too. Entirely unnecessary, as showing one's ankles is simply too slutty, but alas he’s a whore. And when his thumbs dip into the waistband of his shorts, and there’s anticipating screeching from the crowd, he finally gets chased by security. 

Except he’s an intercollegiate D1 athlete, why the fuck wouldn’t he be able to outrun a bunch of dudes in black?

The camerawork on him is phenomenal as he runs across the sidelines of the field, eliciting a wave down the bleachers. So good in fact that you’re pretty sure the camera man could shoot for the Olympic track and field, with the way the stadium’s got a clear sight of Gojo mouthing the lyrics Them other fuckers don’t know how to act from the song still blaring with satirical rage on his face as he makes a fool of the men chasing him around the perimeter of the field.

And then he does it, drops his shorts, discards them with a kick, and he’s down to his tighty whities as promised. Cameraman has got to be displaying some previously undiscovered level of talent as he zeroes in on a shot of said tighty whities, with Gojo’s—forgive me, I need to be crass—huge bulge prominent in Big Dick Energy fashion except his tighty whities have little red hearts in rows across the fabric so do with that duality what you will.

He’s outrun security with a steady grin on his face as he eats up the drunken crowd’s cheers and riots and roars and you feel like you’re the only sane person in this stadium, or maybe you’re just not used to the fanatics of a college sports crowd. You peep the men in black trailed all the way on the left side of the field where they abandoned their pursuit of Gojo.

He taps imaginary pockets at his thighs, very muscular thighs you take indulgence in noticing, as if he expected to find something there, and he looks around when he doesn’t. He shrugs and grabs the microphone of the next passing sports commentator he spots, and then he makes his way back to you.

His breathing is a little shallow, and he inhales deep to catch his breath. “Baby.” The crowd SCREAMS at the way he purrs the word into the mic. “Will you do me the honor,” he’s huffing and puffing, heard across blaring speakers, “of being my lawfully wedded girlfriend?” And then he holds the mic to your lips.

“W-Wha—” you stutter, and there’s chanting across the crowd with words that barely make sense until you finally realize they’ve started to yell say yes! say yes! say yes! “Oh my gosh, okay, yes, fine, now please, for the love of god, put some freaking clothes on!”

The crowd goes wild with cheerful glees, and Gojo shoots fists up in the air in celebration as he runs all the way towards the center of the field with high knees, and you’re gawking at the sight, before he falls backward onto the grass and makes delirious snow angels on the ground. You see Coach Yaga’s vein popping in his neck from pure agitation as he storms off towards the center of the field to knock some sense into Gojo, but you know that Coach Yaga can’t kick him out, because they still have a game to win. The perks of being the most valued player in the league is getting to act like an absolutely insane idiot because you know they still need you in the end to bring it home.

You glance to the right, seeing his teammates nodding slowly then getting back to wrapping athletic tape around ankles and stretching out shoulders, with immediate acceptance of his actions like it wasn’t even out of character for him to do. And you realize again that you don’t know Gojo as well as you think you do.

And then the halftime timer is up.

You see Gojo approach the benches in a quick jog, squeezing some water into his mouth with his green gatorade squirt bottle, and when your eyes flit up to the screens on all four entrances, you see that the cameramen are still all focused on him accompanied by the continued buzz of conversation among the crowd following his public spectacle. But he seems to already be past any semblance of embarrassment as he takes the attention with ease, before he glances up to make eye contact with you and then lightly jogs right up to you.

“Did that prove to you that I’m not embarrassed of you?” he asks you, cocking a brow with a smug look on his face as he gets all up in your personal space. 

“I don’t know, but I’m certainly thoroughly and expeditiously embarrassed of you now,” you say, cheeks feeling flush when he leans forward so he can make eye contact with you at eye level. “I’ll have to move to a different country.”

His grin is relaxed. “Yeah well you asked for it.”

“Maybe. But I underestimated what a lunatic you are.”

“You’re my girlfriend now, you’ve gotta get used to it.”

Your heart skips a beat in your chest. “Satoru–”

“Tomorrow,” he cuts you off, “Hinode pier. I’ll pick you up at six. It’s a date, so wear something cute. And preferably easy to take off.” And then he’s attentive to the chirp of the referee’s whistle in the air before jogging backwards towards the feel and eventually turns on his heel towards the field while you’re left with warm cheeks and a heart that felt like it was moving at a mile a minute.

The timer for the second half refreshes on the screen while you loosely hold your camera in your shaking hands. It occurs to you that you haven’t taken a single photo of him before the start of the kickoff, and so you bring the piece of consolidated metal up to your eyes, peering through the viewfinder and focusing it on the center of the field. And there he was. Your muse.

Gojo lets out a breath, which you can see even from here that it’s shaky and staggered with resistance, and he lifts his jersey up to swipe at the sweat trickling down his face as he eyes the ball underneath YCU’s player’s foot just prior to the start of the second half. There it was—that look again of pure focus. 

3-1, forty-five minutes on the clock. And the referee chirps the whistle to start the second half.

It’s immediately evident that YCU has returned to the field following halftime with renewed energy, pressing high down the flank relentlessly past UTokyo’s defense, so fast it was hard for anybody to even keep a steady eye on the ball with the fluidity of their passes. The persistence pays off in the fake double-pass that slips past Geto’s feet, a moment of hesitation in the broken flow of UTokyo’s defense, and one of YCU’s strikers has the perfect line of shot towards the goal before digging his foot under the ball and sending it flying towards the corner of the goal post, scoring themselves a goal within just the first five minutes of play.

3-2.

The pressure mounts at the next kickoff, and with about seven minutes of solid play, with back-and-forth passes, multiple attempts at both goal posts to no avail on either side, it was clear that exhaustion was bustling in the veins of all the players.

One of YCU’s offensive players seems to capitalize on this, jumping on a defensive lapse of a pass Nanami attempted to make towards Yuta, and the ball is swiftly stolen then raced back towards the goal post. Choso prepared himself at the line, light on his feet paired with a solid stance, but in a millisecond of a moment, YCU’s offense unexpectedly passes the ball to a player racing up the midfield, and the player chips the ball neatly into the exposed corner of the goal despite Choso’s attempt to lunge for it in mid air.

Equalized, 3-3 game, momentary shock across the players’ faces, and the crowd bustles with something that sounds less like glee and more life fear. YCU was prepared to live up to and hold onto their title as the league’s number one offense, and as Minato explained to you during your time working in this job, an offensive team isn’t good at scoring goals, but rather exceptional at breaking down the other team’s defense.

Your eyes zero in on Geto, who stands in the center of the field for kickoff, and he’s huffing and puffing. He's the lead of defense for the team, and you can only imagine the level of pressure he feels right now. He glances around to his players, over to Nanami who seemed to share the same level of exhaustion, and then he glances towards Gojo who stood in front of him off to the right. Except you notice that Gojo looks relaxed, albeit still exhausted, but there’s a composed expression on his face even in the moment of heightened stakes. With locked eyes, Geto nods at Gojo and raises two fingers up into the air to signal a play, of which Gojo seems to respond to by closing more distance between him and the goal post prior to the kickoff, positioning himself almost directly in front of it, to which YCU’s defense immediately begin to guard him in a tight radius. 

The kickoff begins, with Geto making a few passbacks with Nanami as they close distance towards the field before passing it off to UTokyo’s string of offense and then receding back to their defending goal. UTokyo continues to close distance, raising stakes for YCU as their defense begins to falter under pressure, and the ball gets passed to Gojo, who only keeps it in possession for less than three seconds before he passes it back to Yuuji, a risky decision to make in the second half of a semifinal match, but the first-year swiftly unleashes a powerful shot that rockets past YCU’s goalkeeper, up towards the corner, except–

It bounces off the metal of the goal post, shot off with projectile speed back towards the center of the field, but with razor-sharp reflexes, Gojo headbutts the ball in air, twists his torso and strikes the ball with his foot past a dumbfounded goalie who can’t even move an inch to guard the ball that he already knew was going to sink right into the goal, and that’s exactly what it does. 

The stadium erupts with the momentum.

4-3, UTokyo. 

It was a sweet moment, one you manage to capture on camera of Gojo running up to Yuuji and ruffling his hair in reassurance, despite the missed goal. Your heart feels warm in your chest, feeling your own sense of melancholy that this was one of the last times they’ll ever get to play together on a team. 

Your eyes widen when you glance at the scoreboard, realizing that he’s tied. Gojo is tied for the most goals scored during a championship match. There were less than three minutes left on the clock. UTokyo either preserves their lead, or they risk moving into overtime, which, judging by the exhaustion on the UTokyo players’ faces in the wake of YCU’s relentless offense this entire game, moving into overtime would be a hefty, hefty risk. 

YCU’s center forward takes his place in the center of the field, fire evident in his eyes as he glances across the field. YCU are light on their feet, channeling everything in their bodies into these last moments of the game as they prepare to start the kickoff. You glance across UTokyo’s players, and although they look spent, there was a resolute look to all of them. It wasn’t the time to give up or feel at ease even near the end of this grueling battle. Now was the time to play. 

The referee chirped his whistle, and the kickoff began.

YCU immediately presses hard, as all their other plays have been all game, in their desperation to score. You can already see UTokyo’s midfielders move sluggishly in comparison to YCU’s offense, a drag to their feet as YCU pushes past the first layer of defense towards their attacking goal. Geto takes an aggressive approach, making moves to steal the ball while Nanami and Yuta guarded both flanks, and there was a relentless pass-off happening that ate up more than a minute of the remaining time.

Nanami succeeds in stealing the ball, but immediately loses it under his feet by a YCU midfielder, who makes a broad pass down the sidelines to YCU’s star forward who then powerfully kicks the ball towards the unguarded area of their goal, a dangerous shot that was clear towards the crossbar and Choso makes a leap for it, high into the air, his glove brushing against the ball, the entire crowd holding their breath in anticipation–

And the ball lands in the net. 

4-4, tied game. With one minute and seventeen seconds left on the clock. 

There was no time wasted in getting back to center field. No time spent dwelling in the horrific roars of the crowd as they watch with anxiety and fear. No time spent to process or consider or signal any plays. Not even a single second used to catch breath. When there is this much at stake, an athlete thrives on momentum. 

To your surprise, Gojo isn’t the one that takes place at the center of the field to start the kickoff. Yuta stands there instead, and you notice his eyes are erratic as he surveys all corners of the field. 

The referee chirps his whistle. 

Yuta immediately passes it off to the side to UTokyo’s midfielder, who curls it towards their attacking goal with a swift pass to Ino, who closes distance towards the goal, but one of YCU’s defender slips in, undoing any progress they had made in their offense by stealing the ball and sending it back towards mid-field. Forty-three seconds. The crowd’s roars heightened as YCU continued to push forward, thirty yards now from scoring, and UTokyo’s defense was desperate to stop them but their momentum was cracking in the wake of their exhaustion. 

It was a moment you don’t think you could ever fully or truly recall, one that you wish you had focused all your energy and attention to so that you could commit it to memory for the rest of your life. The image of Gojo pushing all the way to ten yards before their defending goal, a place where no center forward should really be at in a game like this, but it was exactly what their defense needed. It was exactly what the team needed. It was exactly what the school needed. For the ball to be in his possession.

With twenty-two seconds left on the clock, he steals the ball from right under YCU’s offensive feet, and then charges towards the opposite side of the field. The crowd rises to their feet, thunderous roaring that overtook any and all senses, as Gojo weaves through forwards, center forwards, midfielders, and defenders, covering the entire span of the field in lightning time. Fifty yards, forty yards, thirty yards, twenty hards, ten yards–

In a moment you couldn’t believe, he digs his foot underneath the ball, and sends it flying out towards the goal. There was not even a margin of an inch in which it slipped past the goalie’s hands, past his head, and swiftly flew right into the net.

With three-two-one seconds, the match was over. 

5-4, UTokyo’s win.

The final whistle blew, and for a moment, there was silence. As if the world paused to catch its breath. Then, all at once, the crowd erupted with glee that shook the entire stadium at its core. Flags waving, scarves held high, toasts of beer held up to the sky, it was deafening, and it almost makes you want to cry. Thousands of voices shouting in unison, celebrating the hard-fought victory of their school’s team. A type of pride that was fostered, and well-deserved, and long-lived.

You quickly glance towards the field again, and see Gojo standing right at the same spot where he had kicked the last and final goal, staring towards the net. You can’t see the expression on his face, but it surprises you how still he is. Like a statue, staring at the goal with the ball tucked into its corner. The very epitome of what it means to succeed in this sport was right in front of him, and it seemed like he wanted to soak the visual in for as long as he could.

His trance is abruptly interrupted when his teammates swarm in, rushing over like a wave of pure adrenaline. They slap him on the back, ruffle his hair, shout his name, the sounds of gleeful disbelief mixed with exhausted sighs of relief swarming into the air. And Gojo finally melts away from the tension of the match and into the celebration as he weakly returns the embraces of his teammates while he catches his breath. 

“IT’S OFFICIAL!! IT’S OFFICIAL!! UTOKYO’S VERY OWN GOJO SATORU HAS OBLITERATED OSAKA UNIVERSITY’S RECORD FOR MOST GOALS SCORED BY A SINGLE PLAYER IN A CHAMPIONSHIP MATCH!!” 

The speakers are blaring the voices of the sports announcers, along with ambient music to match the intensity of the match that everyone had just witnessed. 

You should probably be doing your job. You know, take a picture of the huddle of players on the field as they bask in the glory of a close victory, but instead your feet start moving on their own. Like a magnet drawn to him, you make your way towards Gojo, only a slight hesitation in your step as you stop about ten feet away, suddenly unsure. But when he makes eye contact with you, all that fear melts away.

He hastily pats the backs of some of his teammates, acknowledging their praise at the center of the huddle before tightly squeezing past them to make his way over to you. Your heart is beating fast in your chest, feeling an almost overwhelming sense of pride in your school’s team, but more importantly, in him. What was the acceptable thing to do? Run to him, into his arms, and hug him while he twirls you around? Tackle him to the grassy ground? Kiss him like your life depended on it? You have no clue what the acceptable or sane or normal thing to do is. But he’s made his decision for you when he walks right up to you, his hands holding your waist as he pulls you towards him. He smells earthy, of grass and salt and sweat and of all the hard work he poured into today, the wear and tear of the game evident in the wear and tear of his jersey. He only manages to huff out an exhale at the sight of you, like some relief washing over him just by looking into your eyes. Forget the fact that the crowd was all watching and that all of the screens you could see past his head were focused on the two of you, because all you could hear or see or think was him.

“I believe you owe me a kiss,” he says, huffing as he catches his breath but that doesn’t stop the smile that makes its way onto his face.

You nod your head, giving him your own version of a sweet smile as your arms slide up past his shoulders, crossing behind his neck, and he leans down to kiss you.

You hear a swell from the crowd, some teasing comments off in the distance from some of his teammates, you’re pretty sure you hear Coach Yaga yelling at him to get back to the benches, but it all melts away with the feeling of him smiling against your lips as he kisses you at the center of this stadium.

It was a moment so pure, so sweet, so picture perfect, and for once, you’re not the one behind the camera taking the photo. You’re the one that’s in it.

.

.

.

.

.

[end of kickoff ch12]

a/n. aaa thanks a lot for reading!! pls the fucking public stripping scene was so stupid i apologize on behalf of kickoff gojo for his behavior 😂😂 i’ll put him in his cage dw this chapter had some of what i consider to be the most challenging aspects of writing for me (internal conflict, grand public gesture, sports jargon) and so writing it felt like an uphill battle the ENTIRE time i wrote it and edited it. i considered scrapping it sooo many times cuz i just wasn't happy w it...but whatever i can't expect to be 100% happy w every chapter i put out there haha. i think kickoff has become a lil sacred for me since i've been working on it for a while now but likeee...sometimes u just gotta say fuck it we ball (tbh kickoff gojo probably says that to himself before a match) anywho, i am veryy thoroughly excited for what i've got planned for the chapters to follow, especially moving into the last angsty arc before the end of the series!! so i look forward to picking up momentum w this series again :0 honestly chapters 10 through 12 were the most difficult things i've written so far for a lot of reasons, but i have a feeling things will go more smoothly for me creatively going forward since what i've got planned falls well within my writing comfort range oh also there seems to be a little confusion about the number of chapters left, as i know i had originally said 12, but i anticipate that there will be about 18 chapters of kickoff total!! so still around six chapters left before the end :)) much lovee thanks for reading!!

OH WAIT ONE LAST NOTE I'M SORRY i didn’t really have a way of organically incorporating this into the story n i’m not sure if i’ll get a chance to in the upcoming chapters, so i just wanted to share this part of ch7 (gojo’s pov chapter) that is relevant to this chapter:

During the thrilling semifinal match between Keio Uni, Gojo’s father’s team, and Yokohama Uni during the end of his senior year, spectators witnessed a game that most college soccer enthusiasts would deem was a once-in-a-lifetime watch. Both teams engaged in relentless offense, and Gojo’s father was on his way to shatter the record of the most goals scored in a single championship match within the history of the league, but when he received a call from his wife during a timeout with the most life-altering news he could have ever heard, he abandoned everything on the field that day to go home and be with her. Grainy footage from the televised broadcast still exists online today—the moment he sprinted across the field, confused players glancing in his direction, amidst the uproar of the crowd. She called to let him know she was pregnant. 

the record that gojo broke in this chapter is the same record that his father almost broke before he got the call that he was going to be a dad :0 

➸ you're all caught up!

additional notes. please do not pressure me for updates or ask when i will next update (read rules); taglist is currently closed (consider subscribing to the story on my ao3 for email updates if you'd like! :0)

taglist:

@megumisdivinedogs @witchbybirth @avatarl0v3r @mwtsxri @asherheed

@wynney @delulux3 @higurumapet @zombriesworld @xenop0p

@phoenix-eclipses @who-can-touch-my-boob @mo0nforme @reagan707 @lost-resonance

@foulprincesscycle @luniunia @alekssashka7 @beabadobeee @thexmistress

@tsukikourito @pickuptruck01 @gabriiiiiiii @4y3sh4 @tiredflame132

@cliosunshine @btszn @izayas-rings @semra4 @ethereally-lyann

@drthymby @bbyxxm @fvsm4x @sadmonke @zoinks1010

@joemama-2 @horisdope @banenemilk @nanasukii28 @spindyl

@ri-sa20 @thexmistress @mwtsxri @ritsatoru @sashisuslover

@chwesuh-imnida @megumisthirdog @imjustaweirdnerd @angelicscribe

[taglist is closed]

[writehw]

Balancing work, social life while being a uni student?

let me work on those assignments

#university #college #gradschool #mastersstudent #phdstudent #perth #melbourne #adelaide #sydney #darwinaustralia #canberra #brisbane #australia #australiatiktok #thesimpsons #bartsimpson #worklifebalance #homeworkhelp #homeworkdue #assignmenthelp #assignmentdue #essay #writeessay #researchpaper #dissertation #casestudy #midterms #math #statistics #onlineclass #msexcel #microsoftexcel #cis #programming #code #coding

[alexshrink]

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[missarchive]

cognitive dissonance pt 1 - spencer reid

˚₊‧꒰ა ☆ ໒꒱ ‧₊˚ part two

who? tutor!spencer reid x student fem!reader

category: fluff, smut

content warnings: NSFW MDNI!! dry humping, fingering

word count: 5k

a/n: scheduled post as i am away at a new years music festival with my friends :] i will be back with you all in a few days <3

The first time you saw Spencer Reid was during a lecture hall mix-up in your second week at the university. You had rushed in, clutching your notebook and hoping to secure a spot before the professor started, only to find yourself in a room filled with students much older than you. At the center of it all, there he was—leaning casually against the podium, flipping through a worn-out book with an intensity that made the rest of the world blur around him.

He wasn’t the professor, but he might as well have been. His sharp, confident voice cut through the murmurs as he corrected an older man’s calculation on the whiteboard with such precision that the room seemed to collectively hold its breath. You’d learned his name that day from the whispers: Spencer Reid. The prodigy. The genius with more degrees than anyone knew what to do with.

From then on, he became a background character in your university life—a distant figure who seemed too brilliant, too out of reach, to exist in the same world as you. You heard the rumors, the awe-filled anecdotes: he’d started college as a child prodigy, aced every test like it was nothing, and was now juggling multiple Ph.D. programs.

Your own academic pursuits felt mundane in comparison. Sure, you worked hard, but you struggled. Like now, for instance, staring at the red marks slashing through your latest assignment—a problem set for your advanced statistics class.

“You’ve got potential, but you’re missing the fundamentals,” your professor said when you approached him after class, cheeks flaming with embarrassment. “I’m assigning you a tutor.”

“A tutor?” you echoed, your stomach dropping. Group study sessions were bad enough; working one-on-one with someone felt like an invitation for them to witness your shortcomings up close.

“Don’t worry,” he said with a knowing smile. “You’ll be in good hands. I’ve paired you with one of the best.”

You didn’t know what to expect as you walked into the library that afternoon, clutching your notes so tightly your knuckles turned white. The email from your professor had given you nothing but a time and a name: Spencer Reid.

Your heart raced as you reached the designated table tucked into a quiet corner of the library. There he was, surrounded by open books and a tower of index cards, his familiar mop of brown hair falling into his eyes as he scribbled something into a notebook. He looked up when you approached, his hazel eyes locking onto yours with an intensity that made you freeze in place.

“You’re here for tutoring?” he asked, his voice softer than you expected, though no less confident.

You nodded quickly, struggling to find your words. “Y-yeah, I’m… I’m Y/N. My professor said you’d be helping me with stats?”

A small smile tugged at the corner of his lips, and he gestured for you to sit. “Let’s get started, then.”

As you settled into the chair across from him, you couldn’t help but feel like you were stepping into another universe—one where Spencer Reid wasn’t just the untouchable genius you’d admired from afar but someone real, someone tangible, someone who, for the first time, was looking directly at you.

You weren’t sure what you expected Spencer Reid’s tutoring style to be, but it certainly wasn’t this. You’d assumed he might be aloof, perhaps brisk, throwing around jargon you’d struggle to keep up with. Instead, he was patient—meticulously breaking down concepts into manageable pieces while his pen skated effortlessly across his notebook.

Not that you could focus on much of it.

His presence was… distracting. The way his long fingers tapped thoughtfully against the edge of the table, the faint crease between his brows when he explained something particularly tricky, the way his lips pursed as he considered your answer before gently redirecting you to the correct one. All of it sent your mind spiraling into a whirlwind of thoughts that had nothing to do with statistics.

“Does that make sense?” Spencer asked, tilting his head as his hazel eyes searched yours.

You blinked, realizing too late that you hadn’t heard a single word of his explanation. Heat rushed to your face as you fumbled for a response. “Um, yeah! Totally. Makes sense.”

He raised an eyebrow, his lips twitching like he was fighting back a smile. “Really? Then can you explain why we divide by the square root of the sample size in this calculation?”

Panic flared in your chest. “Oh, uh… because it… balances the equation?” you ventured weakly.

Spencer set his pen down, leaning back slightly as he studied you. There was something disarming about the way he looked at you, like he could see straight through the flustered exterior you were so desperately trying to hold together. And, knowing Spencer Reid, he probably could.

“You’re nervous,” he said, not unkindly, but with the clinical precision of someone stating a fact.

Your breath hitched. “What? No, I’m fine!” you lied, your voice raising an octave.

He tilted his head, his gaze softening. “It’s okay,” he said gently. “A lot of people feel overwhelmed during one-on-one tutoring. It’s a different kind of pressure.”

You opened your mouth to protest, but the sincerity in his tone stopped you. He wasn’t mocking you or trying to make you feel small. If anything, he seemed… concerned.

“I just want to make sure you’re comfortable,” he continued, his voice almost soothing now. “Because if you’re too focused on feeling self-conscious, it’s going to be harder for you to process the material.”

You nodded, unable to find your voice. Spencer smiled—a small, reassuring curve of his lips—and slid his notebook closer to you.

“Let’s try this,” he said, switching tactics. “Instead of diving into the calculations right away, let’s talk about what you’re struggling with conceptually. No pressure, no judgment. Just a conversation.”

That did help, marginally. His calm demeanor and methodical approach were like a balm to your frazzled nerves. But every now and then, he’d catch you staring at him for a beat too long, your mind wandering to thoughts that had nothing to do with statistics. Each time, his gaze would flicker with amusement, like he knew exactly what was going through your head but was too polite to say anything.

By the time the session ended, your brain felt like it had been wrung out like a sponge—not just from the math but from the sheer effort of keeping yourself together in his presence. As you packed up your things, Spencer handed you a few pages of handwritten notes.

“These should help,” he said, his voice still as calm and steady as ever. “And if you have questions before our next session, feel free to email me.”

You nodded, clutching the notes like a lifeline. “Thanks. I’ll, um… I’ll do that.”

As you walked away, you could feel his eyes on you, warm and curious. And though you were mortified at how obvious your flustered state had been, a tiny part of you couldn’t help but hope he didn’t mind.

You were determined to be better this time. You’d spent hours poring over the notes Spencer had given you, even rewatching a few recorded lectures for good measure. If you couldn’t control the embarrassing way your brain short-circuited around him, the least you could do was come prepared.

But as you approached the table in the library’s corner and saw him already seated, legs crossed, pen twirling lazily between his fingers, you realized preparation could only take you so far. He looked up as you neared, his hazel eyes lighting up briefly in acknowledgment.

“Hi,” you managed, your voice sounding far too breathy for your liking.

“Hi,” he replied, a slight smile playing on his lips as he motioned for you to sit. “Ready to dive in?”

You nodded quickly, lowering yourself into the chair and flipping open your notebook. Spencer wasted no time launching into a review of last session’s material, but as he began sketching out a new problem, you felt your focus slipping again.

It wasn’t your fault, really. Who could concentrate with him looking like that? His hair was slightly messier than last time, a few stray curls brushing against his forehead. He chewed absentmindedly on the cap of his pen as he thought, the motion inexplicably captivating. And when he leaned forward to jot down a formula, the faint scent of his cologne hit you, warm and woodsy, leaving your thoughts spiraling once more.

“Did you catch that?” Spencer’s voice cut through your haze. You blinked, realizing you’d been staring—again.

“S-sorry. What?” you stammered, gripping your pen like it might anchor you to reality.

His lips quirked up, amusement flickering in his eyes. “I was asking if you understood why we’re using a t-distribution here instead of a z-distribution.”

“Oh! Uh… yes?” you said uncertainly.

Spencer chuckled, leaning back in his chair and folding his arms. “You’re lying.”

Your stomach dropped, and you immediately ducked your head, cheeks flaming. “I’m not lying,” you mumbled.

“You are,” he said, and though his tone was light, there was an unmistakable confidence in his words. “Your body language gave it away. You looked down and shifted in your chair when you answered, which is a pretty common tell.”

You groaned softly, mortified. “Okay, fine. I don’t know why we’re using it.”

“See? That’s progress.” He grinned, and you could swear there was a hint of mischief in his expression. “But I can’t help noticing that your attention seems… elsewhere.”

Your head snapped up at that, your wide eyes meeting his. “What? No! I’m paying attention.”

Spencer tilted his head, his smile widening slightly. “Really? Then why do you keep staring at me?”

Your heart practically stopped. “I’m not—I wasn’t—I mean—” The words tumbled out of your mouth in a flustered mess, and his grin only grew more pronounced.

“It’s fine,” he said smoothly, cutting off your babbling. “I just couldn’t help but notice. You’ve been doing it since last session.”

Your mouth opened and closed like a fish out of water. “I wasn’t staring,” you lied weakly.

His gaze held yours, unwavering and far too knowing. “You were,” he countered, his voice low and teasing now. “But I’m curious—why?”

“I wasn’t—” You stopped yourself, realizing you were only digging the hole deeper. “I’m just… thinking.”

“Thinking?” His eyebrows lifted slightly, the corner of his mouth twitching. “About the statistics, or something else?”

You wished the floor would open up and swallow you whole. “The statistics,” you said firmly, though your voice wavered.

Spencer let out a soft chuckle, the sound warm and almost smug. “If you say so.”

He leaned forward again, his elbows resting on the table, and you felt the air shift between you. “For what it’s worth,” he said, his tone softer now, “it’s not a bad thing. People observe things they find interesting.”

The words hung in the air, and you swore your pulse echoed in your ears. You couldn’t tell if he was being matter-of-fact or if there was a deeper implication in his statement, but the knowing glint in his eyes kept you from relaxing.

“Let’s try again,” he said after a beat, tapping his pen against the notebook and effortlessly shifting the conversation back to math. But the playful smirk that lingered on his face for the rest of the session made it clear: he wasn’t letting you off the hook that easily.

When you arrived at your usual table in the library, Spencer was already there, meticulously arranging his materials. His long fingers smoothed out the corner of a page in his notebook, and he glanced up as you approached, offering a small smile that made your stomach flutter despite your best efforts to stay composed.

“Hi,” you greeted softly, sliding into your seat.

“Hi,” he replied, his voice warm and low. “Ready to tackle some more statistics?”

You nodded, pulling out your notebook and pen. He scooted his chair slightly closer—not enough to be obvious, but enough that you could feel the faintest brush of his knee against yours under the table. You froze for a moment, unsure if it was intentional, but Spencer didn’t react.

“Okay,” he began, leaning toward you to sketch out a problem. As he wrote, his shoulder nudged yours lightly. The contact was brief, but it left your skin tingling.

“Let’s start with this,” he said, his pen gliding smoothly across the page. “We’re calculating confidence intervals today. Do you remember the formula from last time?”

You stared at the problem, willing yourself to focus, but the warmth of his proximity made it difficult. “Uh… I think so?”

“Let me jog your memory,” he said. His hand moved toward your notebook, his fingers brushing against yours as he adjusted it to face him. The touch was fleeting, but it sent a jolt through you.

“Sorry,” he said casually, his eyes flicking to yours for a moment. “Didn’t mean to invade your space.”

“No, it’s fine,” you replied quickly, your voice higher than usual. You tried to tell yourself it wasn’t a big deal, that the contact had been accidental. But then he leaned even closer, his arm grazing yours as he explained the formula.

“See how the standard error fits into this part?” he asked, his voice calm and steady.

You nodded, though you weren’t sure what you were agreeing to. It was impossible to concentrate with the way his sleeve brushed against yours, the subtle movement sending a ripple of awareness through you.

“Let’s work through this part together,” Spencer continued, his tone patient. He slid his hand over the notebook, his fingers brushing against yours again as he pointed to a specific number. The touch lingered just a fraction longer than necessary, but his expression remained neutral, as though he hadn’t noticed.

You couldn’t tell if he was doing it on purpose or if you were imagining things. Either way, the warmth radiating from him was making your thoughts hazy.

“You okay?” he asked suddenly, his head tilting slightly as he looked at you.

“Yeah! Totally fine,” you said quickly, though your face felt like it was on fire.

He smiled, his expression soft but unreadable. “Good. Let me know if I’m going too fast.”

You nodded, gripping your pen tightly to ground yourself. But Spencer didn’t make it easy. Every time he reached for the notebook or gestured toward your notes, his hand would brush against yours. Once, he leaned forward to grab a pen, his shoulder pressing lightly into yours for a moment that felt both casual and deliberate.

By the time the session was over, your nerves were shot. Spencer handed you a fresh set of notes, his fingers grazing yours yet again as he passed them over.

“These should help,” he said, his voice soft and steady. “You’re doing better than you think, by the way.”

“Thanks,” you murmured, clutching the notes to your chest.

“Same time next week?” he asked, his eyes lingering on you for a moment longer than usual.

You nodded, too flustered to say much else. As you walked away, you replayed the session in your mind, questioning every subtle touch, every quiet moment of proximity. Was it intentional, or were you imagining things?

The worst part was that you couldn’t tell—and that you didn’t really mind either way.

You weren’t sure why you’d agreed to have Spencer tutor you at your place. The library felt safer somehow, more neutral. But when he’d suggested it—citing the possibility of fewer distractions—you’d found yourself nodding without a second thought.

Now, as you sat across from him at your small dining table, you were second-guessing every decision that had led to this moment.

“Nice place,” Spencer said as he set his bag down and took in the cozy, slightly cluttered room. His eyes lingered on a stack of books by the couch. “Suits you.”

“Thanks,” you replied, fidgeting with your pen. “I, uh, wasn’t expecting company, so it’s kind of messy.”

He gave you a small smile, his gaze warm and easy. “It’s fine. Ready to get started?”

You nodded, grateful for the excuse to focus on something—anything—other than the fact that Spencer Reid, in all his impossibly distracting glory, was sitting in your home.

For the first few minutes, you managed to keep things professional. Spencer explained a complex concept with his usual precision, and you actually managed to follow along. But then he leaned closer, pointing out a detail in your notes, and you felt that now-familiar flutter in your chest.

“You’ve got the right idea,” he said, his voice low and steady. “You just need to be more precise here.”

He tapped the edge of the page, his hand brushing yours in the process. The contact was brief but enough to make your breath hitch.

“You okay?” he asked, glancing up at you with those impossibly perceptive eyes.

“Yeah, fine,” you said quickly, though your voice betrayed you.

Spencer’s lips quirked, but he didn’t comment. Instead, he shifted slightly, his knee brushing against yours under the table. It felt so casual, so natural, that you couldn’t decide if it was intentional.

For a while, he kept his focus on the notes, but his proximity seemed to grow with each passing moment. The air between you felt charged, like static electricity, and you could feel your resolve slipping.

“So,” Spencer said suddenly, leaning back in his chair and studying you with an intensity that made your pulse race, “how are you finding these sessions so far?”

“They’re good,” you said quickly, avoiding his gaze. “Really helpful.”

“Helpful,” he repeated, his voice laced with something you couldn’t quite place. “You sure about that?”

“Of course,” you replied, glancing up at him.

His eyes locked onto yours, and the weight of his gaze was almost too much to bear. “You seem… distracted sometimes.”

“I’m not distracted,” you said defensively, though the heat rising to your cheeks said otherwise.

Spencer leaned forward, resting his elbows on the table. His voice dropped slightly, the teasing edge unmistakable. “Are you sure? Because I get the feeling you’ve been paying more attention to me than the math.”

Your stomach flipped, and you looked down, trying to steady your breathing. “That’s not true,” you muttered.

“Isn’t it?” he asked, his tone soft but insistent.

Before you could respond, he reached out, his fingers grazing yours as he took the pen from your hand. The movement was slow, deliberate, and it left your skin buzzing.

“Relax,” he said, his voice barely above a whisper. “I’m just helping.”

You swallowed hard, your heart pounding in your chest. He leaned closer, so close you could feel the warmth of his breath against your skin.

“Spencer…” you began, your voice shaky.

“Yes?” he murmured, his gaze flicking to your lips for the briefest of moments.

You couldn’t move, couldn’t think. The tension between you was palpable, and for a moment, it felt like the world had shrunk to just the two of you.

Spencer’s hand moved slightly, his fingers brushing against yours again. This time, the touch lingered, deliberate and unmistakable. “Tell me if I’m reading this wrong,” he said softly, his voice low and steady.

You opened your mouth to respond, but the words caught in your throat. Instead, you found yourself leaning ever so slightly toward him, your body betraying you before your mind could catch up.

That was all the confirmation he needed.

With a slow, careful movement, Spencer closed the distance between you, his hand resting lightly on yours as he tilted his head. The kiss, when it came, was soft and tentative, like he was giving you every opportunity to pull away.

But you didn’t.

Instead, you leaned into him, your heart pounding as you let yourself get lost in the moment. When he pulled back, his eyes searched yours, his expression a mix of curiosity and something deeper.

“Still distracted?” he asked, a small, teasing smile tugging at his lips.

Your heart thundered in your chest as his words hung in the air. You couldn’t decide if the heat coursing through you was from the kiss or the way he was looking at you—like you were the most fascinating puzzle he’d ever encountered.

“Very,” you admitted softly, your voice barely above a whisper.

His smile widened slightly, but it wasn’t the smug grin you expected. It was softer, almost tender, though his eyes still carried that flicker of mischief.

“Maybe we should take a break,” he murmured, his voice lower now, almost inviting.

You nodded, your breath catching as he stood and motioned toward the couch in the living room. You followed him, your nerves on edge but your body moving of its own accord.

The moment you sat down, the tension between you snapped like a rubber band. Spencer hesitated for a fraction of a second, as though giving you one last chance to stop him, before leaning in again.

This time, there was nothing tentative about it. His lips met yours with more certainty, his hand sliding up to cup your jaw as he deepened the kiss. You melted into him, your hands gripping the fabric of his shirt as the kiss grew more fervent.

Spencer shifted closer, his knee brushing against yours as his free hand settled on your waist. The pressure was light, grounding, but it sent a shiver down your spine all the same. His thumb traced a small, absent-minded circle against your side, and the simple motion made your thoughts scatter like leaves in the wind.

You tilted your head slightly, allowing him to angle the kiss more deeply. He responded immediately, his fingers threading into your hair as he pulled you closer. The world outside your apartment ceased to exist, leaving only the heat of his body and the intoxicating pull of his lips against yours.

When you finally broke apart, both of you were breathless. Spencer’s forehead rested lightly against yours, and you could feel the rapid rise and fall of his chest as he caught his breath.

“I think,” he said after a moment, his voice rougher than usual, “we’ve officially crossed into not studying territory.”

You laughed softly, your hands still clutching the front of his shirt. “You think?”

He chuckled, the sound low and warm, before leaning back just enough to meet your gaze. His fingers lingered on your waist, and the way he looked at you made your heart skip a beat.

“You’re full of surprises, you know,” he murmured, his thumb brushing against your cheek.

“Me?” you replied, raising an eyebrow. “You’re the one who—”

Before you could finish, he kissed you again, effectively silencing any protest. This time, it was slower, more deliberate, like he was savoring every second. You sighed against his lips, your hands sliding up to his shoulders as you gave in to the moment.

Spencer’s hands, steady but careful, slid down from your waist to rest on your hips. He shifted closer, and you felt the subtle press of his body against yours, his touch firm but never overwhelming. When his knee nudged between your legs, your breath hitched, the pressure sparking a warmth that spread through you like wildfire.

You froze for half a second, unsure if the movement had been intentional, but Spencer didn’t pull back. Instead, his lips moved against yours with more intent, and his hands tightened ever so slightly on your hips, guiding you just enough for the tension between you to crackle and deepen.

“Is this okay?” he murmured against your lips, his voice rough and low, sending a shiver down your spine.

“Yes,” you whispered, your hands gripping his shoulders more tightly as you let yourself lean into him.

Encouraged by your response, Spencer deepened the kiss, his knee pressing more firmly between your thighs. The sensation was maddeningly slow, his movements deliberate and measured as though he was testing every reaction. You gasped softly, and he swallowed the sound with a small, satisfied hum.

His hands slid up your sides, his thumbs brushing against your ribs just beneath the hem of your shirt. The touch was gentle, but the heat of his palms against your skin left you trembling.

He leaned closer, his breath warm against your ear as he murmured, “I’m going to ask you a question from one of our sessions. If you get it right, I’ll keep going. If you don’t…” His hands stilled against your skin, and he pulled back just enough to meet your eyes, his smirk growing. “Well, I’ll have to stop.”

Your mouth went dry. Was he serious? The challenge in his eyes told you he absolutely was.

“Spencer…” you started, your voice shaky with anticipation and a tinge of frustration.

“Hm?” he prompted, his hands sliding down slightly but remaining just beneath your shirt, a silent reminder of what was at stake. “What’s the formula for calculating a confidence interval?”

You stared at him, your mind scrambling to recall the formula you’d seen so many times in your notes. But all you could focus on was the way his fingers were still, waiting, as though they held the key to your ability to think.

“Um,” you began, your voice faltering. “It’s, uh, the mean… plus or minus… the critical value?”

Spencer’s smirk widened, his head tilting slightly as though he was considering your answer. “Close,” he said, his hands retreating slightly. “But not quite. Want to try again?”

“No, wait!” you exclaimed, your cheeks flushing as you tried to focus. “The mean plus or minus the critical value times the standard error?”

He hummed softly, his fingers resuming their slow circles. “There it is,” he said, his voice smooth as silk. “See? You can focus when you want to.”

Your heart pounded as his hands slid higher, his thumbs brushing dangerously close to the underside of your bra. The sensation was enough to make your breath hitch, but you barely had time to react before he spoke again.

“Next question,” he said, his tone taking on a slightly firmer edge. “What’s the first step in solving a regression problem?”

Your brain felt like it had been set on fire. How were you supposed to remember academic concepts when his hands were touching you like this?

“I—I think…” you stammered, biting your lip as you tried to focus. “The first step is… identifying the variables?”

Spencer’s brow lifted, his expression a mix of amusement and approval. “Good,” he said, his hands sliding back down to your waist. “But don’t forget to check your assumptions first. Details matter.”

You let out a soft whine of frustration, but the sound turned into a gasp as his knee pressed gently between your legs again, reigniting the fire building in your core.

“You’re doing well,” he murmured, his lips ghosting over your jaw as he spoke. “But I think you can do better.”

The challenge in his voice sent a shiver down your spine, and you felt your resolve crumbling under the weight of his attention.

“What’s the difference between Type I and Type II errors?” he asked, his tone almost clinical despite the heat radiating from him.

“Type I is… rejecting a true null hypothesis,” you managed, your voice shaky. “And Type II is failing to reject a false one.”

Spencer grinned, his lips brushing against the corner of your mouth. “Excellent,” he said softly. “You’re such a quick learner when you try.”

The praise made your heart race, warmth blooming in your chest as his words sank in. You barely had a chance to respond before his hand slid lower, resting on the bare skin just above the waistband of your pants.

“You deserve a reward,” he murmured, his voice low and smooth, sending a shiver down your spine.

“A reward?” you managed, your voice breathless and unsteady.

He chuckled softly, his lips moving to your neck, pressing a series of slow, deliberate kisses along the sensitive skin. “For all your hard work,” he murmured against your skin, his fingers toying with the elastic of your waistband. “Don’t you think you’ve earned it?”

Your only response was a soft, shaky nod, your hands gripping the fabric of his shirt as though it was the only thing keeping you grounded.

“Good girl,” he said, the words barely above a whisper, but they sent a jolt through your entire body.

His hand slipped beneath the fabric of your pants, his touch deliberate and teasing as he traced the edge of your panties. He paused for a moment, his lips ghosting over your ear as he murmured, “Tell me if you want me to stop.”

“I don’t,” you whispered, your voice trembling but filled with certainty.

That was all the permission he needed. His hand slipped lower, his fingers sliding beneath the fabric of your panties to find your most sensitive spot. The first touch was light, almost experimental, but it was enough to make you gasp softly, your body arching into him.

“That’s it,” Spencer murmured, his voice filled with quiet satisfaction. “You’re doing so well.”

His fingers moved in slow, deliberate circles, the pressure just enough to leave you trembling in his grasp. His other hand slid up to cup your jaw, tilting your head slightly so he could capture your lips in another searing kiss.

The contrast between his steady, controlled movements and the growing intensity of his kisses was intoxicating, leaving you completely at his mercy. He broke the kiss just long enough to study your face, his eyes dark with desire but filled with a surprising tenderness.

“Look at you,” he said softly, his thumb brushing against your cheek. “You’re so beautiful like this.”

The praise made your cheeks flush, but before you could respond, his fingers pressed more firmly against you, drawing a soft whimper from your lips.

“That’s my good girl,” he murmured, his lips brushing against yours in a featherlight kiss. “So responsive. So perfect.”

His words and touch combined left you completely undone, your thoughts scattering like leaves in the wind. All you could do was cling to him, your hands gripping his shoulders as he continued his slow, deliberate exploration.

˚₊‧꒰ა ☆ ໒꒱ ‧₊˚

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