#Role of Predictive Analytics

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How Generative AI is Improving Business Forecast Accuracy

Reference : How Generative AI is Improving Business Forecast Accuracy - Medium

The age of digital transformation is upon us, and organizations are actively searching for inventive methods of outperforming rivals. One of the most revolutionary achievements in this regard is the inclusion of Generative AI into BI systems. Generative AI — a sub-category of AI that can create new data samples that are similar to a given set of data — is the revolutionary in forecasting and planning that BI uses. This article shows how generative AI is going to change the way we use business intelligence for forecasting and planning, its advantages, applications and ethical challenges.

The development of Business Intelligence

However, to start with the place of AI in BI forecasting and planning, it is important to comprehend the development of BI and its role in modern operation. Being a term that encompasses different tools, applications and methodologies, Business Intelligence enable an organization to gathering, analyzing and interpreting data to make the right decisions. Traditional BI platforms were mainly based on descriptive and diagnostic analytics with the focus on past performance and identifying prevailing trends.

Hence, with companies appreciating more and more the crucial role of predictive and prescriptive analytics for future success and competitive advantage, there is a heightened requirement for progressively complicated and competent BI tools. It is at this point where generative AI is brought into the equation, characterized by high-level capabilities capable of reshaping BI forecasting and planning strategies.

Through Generative AI in BI Forecasting and Planning, its capabilities can be utilized.

Enhanced Predictive Analytics

Generative AI uniquely increases the efficiency of predictive analytics through the use of complex data sets with advanced machine learning algorithms that factor out the accuracy of predictive models. It is true that unlike the traditional predictive analytics which mostly rely on predetermined algorithms and patterns, the power of AI is in its ability to create new data points and imaginary characters. This opens new opportunities for businesses to know the changing trends of the market better than their competitors and therefore become more efficient.

Generative AI is capable of identifying hidden patterns and subtle relationships contained in big and complex data sets which traditional BI tools fail to catch. Through the crunching of different variables and factors, generative AI can determine business’ insights into the market trends, customer behavior and possible threats and opportunities so that they can make decisions with aim of making the business to be successful.

Scenario Simulation

One of the further developments of AI generative technology is the scenario simulation which facilitates the forecasting and planning strategizing. Generative AI is capable of simulating multiple business scenarios due to its capability to generate synthetic datasets which are based on historical data. This way businesses are able to check and compare alternative strategies and their expected consequences allowing them to make wise decisions in the course of their planning process.

Realistic and accurate simulation by generative AI help to identify eccentric risks and probable openings, estimate the direction of different factors and see that business strategy is sturdy and responsive. This leads to increased agility and durability of enterprises, which allows them to follow quickly the rapidly flowing changes of market conditions and to grab new business opportunities.

Personalized Insights

The AI technologies also generates the personalized responses by analyzing the user’s behavior and inclination. Such an approach helps to uncover the most appropriate marketing and sales directions, which leads to great chances to increase among clients and their loyalty.

Revealing customer data, e.g. shopping history, browsing behavior and interaction with marketing campaigns, through sophisticated data analysis generative AI can find shortcomings and trends and craft personalized offers and recommendations for customers. It helps in planning and implementing marketing and sales strategies, thus it creates consumer engagement and sales growth.

Automating Routine Tasks

Generative AI might even be able to run the whole of the forecasting and planning activities, including data collection, processing and report writing. It gives BI professional additional spare time to focus more on strategic and analytical applications rather than spending it on simple data arrangement.

Generative AI in automation can help companies reduce routinary and time-consuming jobs and help them to grow in operations’ efficiency, cut down on operational costs and make their decision-making quicker. By doing this BI team productivity and performance will show up eventually allowing the team members to deliver more value to the organization.

Real-time Analytics

Generative AI does real-time analytics to keep tabs on the market updates and, consequently, helps a company to act in a timely manner, whenever there is a need for any market adjustments. However, this ability may be critically vital for industrial sectors that have very volatile markets such as retail, finance, and health care.

Thanks to real-time data analysis, generative AI brings business with a unique opportunity to spot and address emergent trends early, find new prospects, and stay informed about their key performance indicators in order to maximize performance and avoid losses on the spot. Technological advancement gives businesses a real edge of fast-decision making and flexibility, and it helps them to take the most of their opportunities.

Improved Data Quality

Generative AI has a great potential of boosting dat quality through detection and correction of such errors as clashing, inconsistency and outliers in data sets. As a result of this, forecasting will have a stronger fundament and would be more reliable and accurate, which minimizes the risk of making hasty decisions that are based on incomplete information.

Through enhancing data quality, generative AI gives to the businesses the opportunity to acquire better decisions thanks more to evidence and veracity, better shape the predictive models’ reliability and accuracy, as well as to enhance the efficiency of the forecasting and planning processes. This improves the accuracy and trustworthiness of the information promoted by BI which helps the businesses make informed decisions with vigour.

Ethical Considerations

Even if generative AI in BI can bring about positive outcomes in forecasting and planning, one should also think about AI ethic issues which might arise and hinder the implementation of this technology. Enterprises should pay special attention that AI models are trained and applied with data collected and used in accordance with the data ethical norms, privacy and compliance regulations established by the lawmakers.

Data Privacy and Security

The AI of the future relies on getting access to relevant and numerous data sets to create meaningful and valued outputs. Companies must have data privacy and security policies to be aware of threats of data misuse, unauthorized access and breaches. Those policies must ensure that only authorized personnel could access sensitive and confidential information of others.

Transparency and Accountability

Therefore, generative AI, which has complex machine learning algorithms to achieve their goals and yield outcomes that are sometimes difficult to decode is one of the advanced technologies of AI. The realm of ethics should include but not be limited to the notion of how the AI “black boxes” function, how decision making comes about, or how any possible biases are identified and dealt with.

Fairness and Bias

AI that is able to creatively could unwittingly therefore keep and amplify the current unfavorable and unfair indications, which is present in the training data for the model. Organizations should eliminate bias and identify mechanisms that can modulate the bias and promote equality. Thus, A.I. must generate unbiased and equitable information.

Conclusion

In the meantime, generative AI is making BI more efficient with imperative analytics, allowing to simulate with different scenarios, wherever applicable providing specific insights on an individual level, automating the routine tasks, availability of real-time analytics, increment in the quality of the data as well as securing the competitive advantage. However, businesses should indeed manage not only the operative questions, but also the ethical aspects confirming due performance when working with data in order to take the best from generative AI in BI.

The prominence of generative AI in today’s business sphere is unimaginable. Businesses always modernize and adapt to changing business environments. This calls for businesses to implement outputs of generative AI in their BI systems into lately. Through the inclusive implementation of the transforming impact of AI with the ethics keeping quiet, companies can become successful because of the cut-throat competition and the fast moving of businesses, in the business world.

[enterprise-cloud-services]

From predictions to planning, generative AI is redefining business intelligence. Learn how it’s revolutionizing forecasting strategies.

[rubylogan15]

From predictions to planning, generative AI is redefining business intelligence. Learn how it’s revolutionizing forecasting strategies.

[dieterziegler159]

Generative AI is driving innovation in business intelligence by introducing cutting-edge forecasting and planning strategies for success.

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How Data Analytics Enhances IoT Development for Smarter Business Solutions

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Data Science and Engineering Driving industry Innovations

The integration of data science and engineering is revolutionizing industries, enabling smarter decision-making, process optimization, and predictive capabilities. At M.Kumaraswamy College of Engineering (MKCE), students are equipped to harness data science to solve complex challenges and drive innovation. By combining theoretical knowledge with practical applications, MKCE prepares students to optimize processes in manufacturing, healthcare, transportation, energy, and urban planning. The curriculum includes courses on machine learning, big data analytics, and programming, alongside hands-on projects and internships. MKCE’s focus on industry collaborations ensures students stay ahead of emerging trends like AI, IoT, and digital twins. This interdisciplinary approach empowers students to lead in data-driven industries and shape the future of engineering.

To Know More : https://mkce.ac.in/blog/data-science-and-engineering-driving-innovation-across-industries/

[cyber-soul-smartz]

21st Century Project Planning: Blueprint for Unparalleled Success

Discover the secrets to mastering project planning and achieving unparalleled success! Dive into our latest article for expert insights and practical tips. Don't miss out—subscribe now to stay updated on the best strategies for professional development!

Mastering Project Planning: Crafting the Blueprint for Unparalleled Success in the 21st Century Imagine venturing on a journey without a map, a compass, or even a clear destination in mind. The chance of reaching your goal would be slim to none. This scenario mirrors the challenges faced by project managers who dive into execution without a solid plan in place. The planning phase of project…

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BI Solutions for Retail: Gain Valuable Insights into Your Business

BI solutions for retail can help you gain valuable insights into your business data, such as customer behavior, sales trends, and inventory levels. This information can be used to improve your business operations and make better decisions.

[astrocafecoffee]

Groom Persona chart Observation ✨

✨ For entertainment purposes only, enjoy ✨

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💖 1st house stellium in GPC means your fs maybe someone who is noticeable and stands out in social situations.

💖 5th house stellium in GPC means your fs could be an artist, musician, writer.

💖 7th house stellium in GPC means your fs could be attractive and socially adept, drawing others to them with their magnetic personality and charisma.

💖 Union (1585) in 1st house meaning meeting your fs while attending social events, gatherings, or parties where you can connect with new people/ professional connection/ shared interest.

💖 Union in 3rd house means you can meet your fs during short journeys or travels close to home.

💖 Union in 8th house means you may meet your fs in context where there is a shared investment and mutual dependency, such as through work, joint projects or shared social circles.

💖 Juno in Capricorn means your fs is known for their ambitious and goal oriented nature. They may be highly driven and motivated to achieve success in thier career, personal goals and relationships./ Could be famous too .

💖 Juno in Sagittarius means they can be a foreigner, philosophical and open minded.

💖 Juno in Taurus means your fs may prioritise creating a stable and secure home environment and may value financial stability within the relationship.

💖 Juno in leo means your fs may be confident, outgoing and enjoy being the center of the attention in social settings., Creative, generous, romantic.

💖 sun in 11th house means your fs is likely to possess a charismatic and Magnetic personality within their social circles ,may value friendship highly and their social network may play a significant role in shaping their identity and opportunities.

💖 Sun in 12th house means your fs may be introspective and contemplative with a rich inner world that is not always readily apparent to others.

💖 sun in 6th house means your fs may prefer predictable schedules and organized workflows that allows them to efficiently manage their time and responsibilities., Possess strong problem solving skills and an analytical mindset.

💖 Juno / groom/ Venus in Sagittarius or 21°/9° or in Aquarius or in 9th /12th house means a Foreign spouse.

💖 Venus in 5th - creativity, music/ art , your fs may have a strong desire for children or a nurturing instinct towards family life.

💖 Venus in 10th house - ambitious, successful, well liked , respected spouse.

💖 Fama in 1st / 7th house - could be famous spouse.

💖 POF in 4th house - fs may have a deep connection to their cultural background or family traditions., May have interest in real estate or property related work.

💖 leo rising means your fs may have a strong desire for recognition and appreciation.may carry themselves with Grace and poise projecting on air of authority and nobility.

💖 Virgo rising -Fs may be modest and humble , health conscious, possess a discerning eye and critical mind.

💖 Scorpio rising - fs may have mysterious allure and a penetrating gaze that leaves a lasting impression on those the encounter, have a rich inner world with complex emotions that run Deep.

💖 industria(389) in 3rd house - your fs career-

musicians, blogger, public relations, possess creative ideas, small business owner.

💖 industria in Libra - your fs career may be something with public relations or marketing, art or design, legal advocacy, or event planning.

💖 industria in Aquarius - you fs may be in technology or IT specialist, social activism , scientist or researcher, humanitarian work or international development.

💖 industria in Pisces - creative arts , healing arts , oceanography or marine conservation, healing arts , charity work.

💖 Industria in Aries - entrepreneur, may thrive in leadership roles , sales , marketing, or sports management.

💖 industria in Taurus - financial sector, buisness ownership, agriculture, horticulture, real estate, painting, sculpting or in music composition.

💖 industria in cancer -

Hospitality, home based business, psychotherapist, food blogger, art therapy.

💖 industria in gemini - social media influencer, journalist, writer, teaching profession, tour guide , hotel manager.

💖 industria in Scorpio -

- psychology and counseling, detectives, private investigator, forensic scientist ,holistic/ energy healer.

💖 Industria in Virgo - doctor, nurse , scientist, data analyst, , office manager, project coordinator, teachers, or instructors.

💖 industria in leo - actors , musicians, artist, brand ambassador, publicist, marketing manager.

💖 industria in Sagittarius - professors , researchers, journalist, media, philanthropy or in social justice advocacy.

💖 industria in Capricorn -

Buisness and management, politician, policy advisors , civil servants, lawyers, engineering, architect, judges.

💖 Northnode in 7th house suggests that your relationship with your fs may have karmic significance., Soulmate placement.

💖 Northnode in 3rd house means your fs may play a significant role in facilitating your growth and development in the areas of communication, intellect and learning.

💖 Karma conjunct ascendent/ descendant - karmic relationship.

💖 your fs may share similar placement like your groom pc. Example - if your sun in Aries in GPC, they could have sun in their 1st house or at 1°,13° or 25°.

💖 Groom conjunct vertex - fated/ predestined encounter with fs. They may have a profound impact on your life and personal growth. they may serve as a catalyst for important experiences, growth opportunities and transfermetive changes is in your life .your relationship with them maybe characterised by depth, intensity and sense of spiritual or emotional connection.

💖 Groom conjunct Venus -

The conjunction of groom and Venus indicates are strong attraction between you and your fs. there may be a magnetic pull or chemistry that draws you together, fueling feelings of romance ,passion and desire. your FS may possess qualities that you find irresistibly attractive both physically and emotionally.

💖 your fs may be drawn to individuals who embody the qualities associated with the seventh House lord for example-

* if the 7th house lord is sun then your fs may be attracted to individuals who support their ambitions, encourage their creativity and contribute positively to their self expression. they may be drawn to partners who are confident, self assured and have a strong sense of individuality.

* if 7th house lord is moon - your fs desires a partner who can meet there emotional needs and provide a sense of comfort and belonging. they are drawn to individuals who are empathetic, nurturing and emotionally supportive. emotional intimacy is a priority for them in the relationship.

* if the 7th house lord is Venus -

Your FS values relationships highly and seeks harmonious and loving partnership. they may prioritise finding a romantic partner who complements their own sense of beauty and aesthetics. partnership is Central to their sense of fulfillment and happiness.

* if the 7th house lord is mercury - your fs places a high value on mental simulation and intellectual compatibility in the relationships. they seek a partner who can engage them in stimulating conversations and share their interest and ideas.

*if the 7th house lord is mars - your fs may seek a partner who can match their level of energy and enthusiasm and they may be drawn to firey and spirited individuals. they thrive on excitement and adventure in their relationships.

* if the 7th house lord is saturn - your fs value tradition and stability in relationships. they may have traditional views on marriage and may seek partners who share their values and commitment to building a secured and enduring Union.

* if the 7th house lord is Jupiter - your fs seeks meaningful and enriching connections in their relationships. they may be drawn to partners who share their values and aspirations who can inspired them to expand their horizons and pursue their goals with confidence.

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Thanks for reading ~💫

-piko💖

[queenie-coven]

Predicting Future Spouse's Personality using the D9 Navamsa Chart

I interpret the Navamsa chart to show life after the first Saturn return rather than just life after marriage. This post is based off of my D9 Navamsa chart.

1st House/ASC aka my 7th house of Navamsa

Taurus Sign: 

Nice, conch shaped neck (weird? I know but Taurus Navamsa Ascendant indicates a person with conch shell-like stripes/indentations on their neck). They have an attractive body, especially the navel area. Skin may be a darker complexion, very soft hair. Earns well and is generous with their earnings. They love to dress up in nice clothing. Might be drawn to literature, poetry, music, art, flowers, cooking, and all things Venusian. 

Rohini Nakshatra: 

Adventurous, courageous and stubborn. Drawn to luxury and the arts. Stylish. Successful in business professions and creative fields. Attractive appearance. Known to be very charming, intelligent and sensual in nature.

Sun in Krittika Nakshatra:

Tendency towards hoarding wealth, assets, possessions. Overly focused on materials, may pursue a career path where wealth and finances are important or at the very least strongly involved. Perfectionist to the point of being overly critical of self and others. Drawn towards taking care of others (i.e foster parent, caregiver, philanthropist and provider). Feels most secure within themselves when financially prosperous.

2nd House  aka my 8th house of Navamsa

Gemini Sign:

Works in a profession where communication, adaptability and flexibility are of the utmost importance. May have multiple jobs at once. Emphasis on the hands and arms.

3rd House  aka my 9th house of Navamsa

Cancer Sign:

This person tends to take on a nurturing relationship with their sibling/siblings. Oftentimes they will take on the role of provider or protector of their loved ones. Has a moody nature or a propensity for mood swings. Deeply emotional and caring but struggles with handling criticism from others.

Saturn in Ashlesha Nakshatra

Struggled in school during their adolescence. Their sensitive, shy and reserved nature possibly made them easier to ostracize by other kids. May have struggled with poor communication skills or a mental disability as well. May have older siblings but may have had a distant relationship with them growing up. May have had some conflicts with their neighbors growing up as well. All these things are factors that led to them being more introverted and primarily keeping to themselves as an adolescent. The development of their communication skills has been an ongoing journey in their life. They are primarily focused on efficiency and tend to do well in activities that involve deep research, analytics and secrecy. 

4th House  aka my 10th house of Navamsa

Leo sign:

Childhood was oriented towards this individual and their potential for success and recognition. May have also been successful at a young age. Creative household. 

Rahu in Magha:

This individual is a risk taker and this is a trait that they inherited from their parents or ancestors. Set up for success early but there is something unconventional about their family life. Maybe they have parents who divorced and started separate families or maybe they have parents from two different countries/cultures/religions/races. Due to Rahu being in a Ketu nakshatra this person may be interested in learning more about their ancestors and may end up visiting the homeland of their ancestors at some point. On a negative note, this person has ego issues and has a strong desire towards fame, status and public recognition. They deeply want to be respected and treated as royalty.

Rahu in the 4th house trine retrograde Mercury in the 12th house 

They are likely to live abroad, possibly in multiple different homes. In my opinion, this shows someone who never really settles anywhere for too long.

Sun Square Rahu (and Ketu):

This person' s ego does not align with their karmic journey in this life.  Their desire for physical shows of luxury, wealth and status is not what they should be focusing on. They should be focusing on building a legacy that will last generations not focusing on impressing people with their physical achievements. This incarnation of this person’s soul is to be the pride of their ancestors. Success and status will come to this person either way but their path in this life is oriented around bringing their heritage to prominence.

5th house  aka my 11th house of Navamsa

Virgo Sign:

This person may enjoy doing monotonous, traditional boring tasks. They may be someone who enjoys cooking, cleaning, laundry, helping others, etc. They possibly enjoy reading, doing puzzles, playing chess, anything using their mental prowess or their physical agility. Speaking of physical agility, a Virgo 5th house shows an active, health conscious person. They may also enjoy eating due to Virgo being associated with the stomach. Virgo is also associated with the liver so they may be someone that enjoys drinking alcohol as well. 

6th House  aka my 12th house of Navamsa

Libra Sign:

This person's daily life is oriented around their partnerships with other people. They work with others in fields where creativity, balance and structured processes/routine is important. This person thrives in careers oriented around groups, networking and teamwork. With the 6th house ruler, Venus, placed in the 11th house this person feels a sense of duty towards promoting balance, harmony, fairness, and equality in their day-to-day life. This person may be a humanitarian or an advocate of some sort. Also their health (6th house) is directly linked to their goals and social groups (11th house).

7th House/DESC aka my 1st house of Navamsa

Scorpio Sign: 

Relationships and business partnerships tend to be oriented around secrecy, privacy and discretion. Struggles in romantic relationships due to hesitancy to fully trust another person. Romantic relationships are plagued with jealousy and possessiveness. They can be hesitant towards commitment either due to past negative experiences with their partners or because they just become way too invested in their partner.

Moon in Jyestha Nakshatra:  

This person struggles with a moody, anxious, jealous nature. Tendency towards perfectionism. They tend to love hard and deeply but don’t take anything they perceive as betrayal well at all. Strong analysis skills. Religious/spiritual/ interested in esoteric knowledge. Moon in the 7th house can indicate doing business with women or in fluctuating/temporary business partnerships; Combine this with the Jyestha nakshatra I feel that this person tends to do business with older women or just be well liked by them.

Moon opposite the Sun:

This person knows what they want in life and they are determined to achieve their goals. They may be very competitive as well. The way they come across to others is actually very different from who they are inside. With Sun in Taurus this person comes across as self-assured and possibly even egoistic however with Moon in Scorpio this shows that this person is actually quite the opposite but they hide it until they feel completely comfortable with someone.

8th House aka my 2nd house of Navamsa

Sagittarius Sign:

Drawn to freedom and exploration. Likely has a tendency to date people from foreign lands. Does a lot of business involving people in foreign countries. May be overly lustful or has been in a lot of relationships. 

Mars in Mula Nakshatra:

Impulsive, destructive tendencies. Drawn to taboo topics. Stubborn. Possibly works in a business, military, occult, research-heavy, or physical strength reliant fields. 

Mars trine Rahu: 

Rahu amplifies the effects of Mars and Mars makes the effects of Rahu much harsher. This person is very passionate. Whenever they set their mind on something it is impossible to get them to give up. Very obsessive about their goals. Also hellbent on success, status and riches. This is the type of person to show up to any work event or party if and only if they will be photographed or praised by the other attendees. 

Mars trine Retrograde Mercury: 

This is a very intelligent, sharp minded person. They have a blunt, straightforward communication style that may tend to rub people the wrong way. The type of person to just walk up to you and start talking. No interest in small talk or sugar coating. If they have a problem they will bring it up. This person works very hard to overcome their issues with communication and learning. This person has strong mental capabilities not because it comes naturally to them but because they have worked extremely hard at it during their lifetime. 

Mars sextile Ketu: 

Passionate about religion and/or spirituality. This is a driven person with a great work ethic. They easily make money especially from doing business in foreign lands. Music lover. May have a talent in singing or dancing. They seem to be good at organizing, strategizing and intensive research. Might have a tendency to use harsh words. 

9th House  aka my 3th house of Navamsa

Capricorn Sign:

This person travels primarily for work reasons rather than for leisure. May follow an older, structured religion or is not religious at all. This person mainly engages in learning for a specific purpose. Likely reads self-help books or books that may help them advance in their career. I feel that this person may have a preference for reading physical books over using a kindle. May have a tendency towards rigid, old school thinking.

10th House  aka my 4th house of Navamsa

Aquarius Sign:

The 10th house is an indicator of career path  or however someone becomes known to the general population. With an Aquarius 10th house this person may work an unconventional career path. Something related to engineering, science and technology is probable especially considering how the 10th house ruler Saturn is  in the 3rd house of communication and short distance travel they could also work with vehicles. They can also be involved in activism/humanitarian work. Any career that is reliant on research and analysis is good for this person.

Ketu in Danishtha:

Ketu in the 10th house is another indicator of an unconventional career path. Ketu in the 10th makes me believe that this person may also have a distant relationship with their father either physically or emotionally. May have a poor relationship with authority figures and organizations. May also manifest as a this person’s father being deceased. In addition, Ketu represents detachment and with its placement in the 10th house I feel that this person may be separated from others in their career. Either they mainly work alone or there is something about them that makes them stand out from other people in their career path. Ketu in Danishtha shows someone who is influential in their career. This person works a job oriented around bravery, organization, strategy and research. In addition, accumulating wealth is something that comes easily to this person.

11th House aka my 5th house of Navamsa

Pisces Sign:

This person has a lovely friend group. This persons’ friends are loving and compassionate. Their friends may be drawn to charity work and humanitarianism. Their friends may also be religious or spiritual. Maybe their friends meditate or do yoga often. Also the eleventh house shows older siblings; Combined with Venus being placed here they most likely have 1 or more older sisters. 

Venus in Uttara Bhadrapada:

This person has more women as friends than men as friends. This person’s friends may be artists, musicians, actors, writers, photographers, etc. This person may be drawn to dating within their friend group or online dating because of Venus being placed in the 11th house. With the Sun making a sextile to Venus this person may also have a tendency to date people for the purpose of maintaining or advancing their social image. 

Venus Square Mars:

This person may have an addiction to relationships that are kind of toxic. On one hand they are romantic and want that romance novel fantasy kind of love but on the other hand they want the tension and drama of a passionate, forbidden love affair. They are drawn to the chase more than the relationship that comes after. Wants the love and support of a committed relationship but is not willing to part with the freedom that comes from being single. This placement may also manifest as having friends/close relationships with people who do not work the same job as this person. 

12th house aka my 6th house of Navamsa

Aries Sign: 

The 12th house is said to represent past lives and if this is true then this person lived a life marked with violence and has probably carried that aggressive energy into this life. The 12th house also ties into the subconscious mind causing me to believe that this person may have control issues. Does not like to feel restricted or restrained in their life but this fear of being controlled or tied down by others actively causes issues in their life.

Mercury retrograde in Ashwini Nakshatra: 

This person has a blunt, direct way of communicating with others. However with mercury appearing retrograde this can lead to misunderstandings. This person makes enemies just by speaking. Also, this persons’ enemies may purposefully misconstrue this person's words to hurt them and may demean this person’s intelligence in order to hurt them. Considering how Mercury retrograde loosely trines Saturn this person really has to plan, rehearse and thoroughly think about what they want to say ahead of time in order to avoid being misunderstood. They also have to try very hard when it comes to learning new concepts. With this mercury retrograde making a trine to Mars I am inclined to believe that they struggle with relationships because they tend to come across as rude, impulsive and too direct. Business partners, friends, family and romantic partners may find this person to be volatile. I am inclined to believe that this person struggles with misdirected aggression. Specifically, they get frustrated that they can’t express themself the way they want, leading to them lashing out at the person they are trying to communicate with.

Jupiter in Bharani Nakshatra:

This is a brave, energetic, positive person. Very head strong and ambitious. This person is considered a pioneer and a leader by others. Passionate and daring but also chaotic and impulsive. Tend to have periods of their life where they experience intense transformations. Strong gains but strong losses as well. With this appearing in the 12th house this person makes enemies as they pursue their passions and ambitions in life. In fact, every time they succeed it seems to rub people the wrong way but this person is resilient and does not let the opinions of their opposition keep them down for too long; They are actually likely to use other peoples’ critiques as fuel to drive them towards their goals. This person is religious/spiritual or drawn to esoteric knowledge. This is may be the type of person to go to church on a Sunday morning and watch proof of alien videos on Sunday night. They are probably into astrology, angel numbers, numerology, etc. 

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Discover the future of business intelligence with generative AI. See how it’s revolutionizing forecasting and planning strategies.

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Unlock the potential of generative AI in business intelligence. Discover how it’s reshaping forecasting and planning for smarter insights.

[rubylogan15]

Unlock the potential of generative AI in business intelligence. Discover how it’s reshaping forecasting and planning for smarter insights.

[crguang]

alright hear me out for this kaf x reader idea…

R is an ipc investigative journalist/reporter who was tasked to investigate the stellaron hunters and who eventually becomes the head of the biggest ipc propaganda campaign against the SH… R is making themself semi-insane trying to piece together the SH’s Big Plan and their ties to the finality, elio’s role in it and how his ability might work, what planet/group the SH will hit next, etc. since it’s a big ask they’re in on private and sensitive information that most people dont know about the SH, like how jade was aware that they were following the path of finality. R is the kind of person that thrives off solving puzzles, whose work usually gives them a rush whenever they find themself at a dead end, so they’re very analytical and loves to put themself inside their opponents heads in order to predict their next move.

ipc journalist who is so obsessed with putting together the SH puzzle that theyre not afraid to get their hands dirty and show up where they think the SH will pass by, and maybe their moral compass is not quite in the right place because they’re more concerned with solving something no one has solved before than the actual lives at stake… they understand the human mind and their propaganda tactics are working wonderfully so on top of the general public’s preconceived notion of the SH as criminals they get painted as a bigger threat than they actually are through posters, ads, social media platforms, etc in order for them to eventually be unable to hide in the shadows and be brought into the spotlight, right into R’s hands. and maybe theyre sooo focused on the big picture that they don’t care to keep their guard up because they dream of seeing the SH in person, after a year of studying them and their M.O. they ironically fall for some of their own propaganda, where the SH become this legendary and mysterious group that only works in the shadows which creates a lot of anticipation within R— where are they going next? what are they doing now? would they hit pier point again?— they’re masterminds, and in R’s head they become bigger than the human beings that they actually are.

R uses their (carefully fabricated) knowledge on the SH to rally worlds and organizations heavily influenced by the ipc against the SH so that they get tipped off whenever one is out and about and you know who loves to shop everywhere she goes… to walk around without a care for a disguise….. essentially, between kafka and R it’s an elaborate game of chess if the pawns were chasing each other. kaf purposely leaves behind little clues she knows R will be the only one who cares enough to pick up on and sometimes (lots of times) they’re simply red herrings to let them know they’re also being watched. kaf would find it so funny to fuck with them like the luofu quest was us chasing her while she left these clues around to distract us and she’d do the same to R purely for the love of the game. she’d give them something small to keep them hooked and then plant more red herrings and subliminal messages that mean nothing (if anything, they’re a testament that she thinks about them more than she probably should). she reads the morning paper with a big ass smile whenever she recognizes their work in the media. she takes note of all the lies they spread about her and the subtle hints they communicate to her through their campaign. she’s having the time of her life. she loves being chased and she loves being in control even more; R is good but not good enough to be an actual threat even if they do sometimes predict their next move, they’re working against destiny after all.

it goes on for months and after so long of this little game kaf personally sneaks up on them to confront them abt all those lies they’re spewing about her in the media and delights in the flurry of expressions that passes across R’s face at the sight of her— shock, confusion, interest, anticipation but interestingly enough, no fear. she’d corner them on their own turf, perhaps even pier point itself to really send the message that she can do whatever she wants. they stand there in shock while she takes a look around at all the plastered journals and handwritten notes, printed text messages and the likes on the office walls. half of it is meaningless but she does get a better understanding of what R knows and what they don’t, and they know more than she thought which is pretty impressive. what’s even more interesting is that R makes no move to report her, she can see the questions they long to ask and the excitement in their eyes and it’s ridiculously endearing because from afar they seem a lot tougher. still, underestimating their wits would be stupid, so she doesn’t.

she pulls off a piece of newspaper from the wall and tilts her head as she reads, an amused smile on her lips. “A high-end clothing store collapsed. What a shame.”

“Are you saying it wasn’t you?”

“I’m saying I love velvet coats.”

i think what would get her most excited is that R is a good judge of character and that they’re not easily fooled when lied to in person, and she can see that in the way they’re looking at her. despite their excitement now that they’re meeting face to face their guard is up and her words are quietly scrutinized (which she loves) but so is everything else about her. her mannerisms, her walk, the clothes she chose to wear that day, how she styled her hair, what attracts her eye first and for longer. their mind is quietly working and she preens at the attention. ughhh she gets off on being deeply ingrained into someone’s thoughts and R’s well and truly obsessed. there’s so much potential here am i crazy, tell me yall see it </3

[we-stan-cale]

I meant to post something about when Cale received the letter from the God of Death, but that whole bit is just too damn good. I basically focused on reading it and didn't really think of writing about it.

This is where we truly start to learn about Kim Rok Soo's past. There were a lot of teasers before - learning that his Korea has monsters, that he was a Team Leader, that his company dealt with monsters and corrupt guilds. That he had an ability like Record.

There were some flashbacks, especially to some of his interactions with Choi Jung Soo (who we learned died before him back when Cale had that memory after fighting the golems) and Lee Soo Hyuk...

And then we got the letter from the God of Death, and Kim Rok Soo had a truly traumatic flashback to when they all died.

I think this is the first time we truly saw him shaken? The guy with the perfect memory, the guy who could record and playback everything, experienced something so traumatic that his records were broken.

We see that Kim Rok Soo was an analyst. A very good one. One able to predict a terrible monster (and thus felt guilty that his entire team died fighting said monster -though he seems to have worked through that. Some. Mostly.

We see how he interacted with his friends, really his family. And in a subordinate role, unlike most of what we've seen.

There's this bit where he'd overused his ability and had a bloody nose, and Lee Soo Hyuk tells him

‘Kim Rok Soo, wipe your nosebleed. You should get some rest if you have overloaded.’

Which contrasts with after their deaths, when he's briefing the reinforcements and notes

The reinforcements all focused on his explanation, but nobody said anything about wiping his bloody nose.

So much desolation from such a small thing.

And the request to retrieve their bodies! Over and over again, we've seen how much Cale cares about retrieving bodies and showing respect for the dead. Insisting on improving the graves at Harris Village, recovering all the remains from the Path of No Return, protecting the dead in the fight against Adin...

While that didn't solely come from this incident (the losses in his monster torn Korea played a role, this is why he truly understands how important that is for the ones left behind.

And we also see how he didn't want his team to fight that monster. He knew, with all his analytical skills, that it was too powerful. That it was likely that they'd all die. Even though even more people would die if they didn't (since the guild in that area had run away).

He straight up says how it made him feel.

The reinforcements had been too late. Boom. Boom. Cale’s heart suddenly ran wild. The sense of responsibility, anger, and sorrow that had made Kim Rok Soo’s heart boil had risen. 

A responsibility to stay alive (even if he doesn't really want to), to carry on in Lee Soo Hyuk's place ('I leave it to you').

We learn why he despises the concept of heroic sacrifice so much, why he works so hard to come up with plans that ensure nobody has to. That nobody is ever in the position where they feel compelled to do so (though if it does come to that, he'd rather be the one to do so... Than be the one left behind. Again.)

And there's this, that he thinks after Raon and Alberu break his flashback (such good friends and family) and he finishes the letter.

Cale knew that he was selfish and bad and that he cherished people who were important to him the most.

Selfish - because he wishes his team had run away and survived? Bad - because he knows that if they had, many more would have suffered instead?

He cares, he cares so damn much. And he also seems to hate himself quite a bit, though I say that not just because of this. Also his hypocrisy towards scars, where it's fine in Mary and Hannah and a sign of survival, but disgusting and something to hide in himself. That, and numerous other things that don't seem obvious at first because damn is he good at masking it and seeming normal, but yeah...

This whole scene is just so well done, means so much, answers so many of our questions, and once you know about it you can see how it affected everything.

Addendum: we also see a contrast between what Cale recalls here, and what Choi Han experiences with Choi Jung Soo's memories. Especially how he saw Kim Rok Soo use a metal board as a shield to defend him, and shortly after broke an arm.

Cale didn't mention that at all, didn't explain why he couldn't move when you he reinforcements came.

[mesmericmonad]

I just finished Spirit. I wish I could write out many more thoughts than I can do rn. This was some of my favorite Doctor Who content overall tbh. Leela and Romana's differences in personality, beliefs, and logic on full display are exactly what I didn't know I needed. Leelas unique and curious role as an outsider in these high-stakes political games was always a factor playing into her character through the series, but it was really the focal point here in a great way. Romana and Leela both represent radical ends of an irl split in epistemic beliefs. I guess people would see Leela as "superstitious," but I really don't think anything she said even comes close to superstition. It isn't religious or fantastical to suggest that there's something "more than" simply biological fact, and everything Leela brings up ("The fruit IS beautiful"; "How does a bird fly for months to reach its home?") is perfectly compatible with rational metaphysical schemas and certainly with evolution. Narrative-telling is constitutive of humans' biological reproduction. If anything, Romanas insistence on a purely empiricist paradigm over Leelas metaphysical tale only reveals that both are just two sides of the same coin. They are both frameworks to apprehend and predict causal efficacy. They both lead to unique and intense views of how the world operates. But neither is wrong. They're both complimentary.

This comes full circle when the two seem to gain parts of the others' personality, which supports the other side of the coin. Romana suddenly *feels in her body* instead of always in her head. She isn't intellectualizing everything through an analytical lense. Instead, she's really feeling her body for the first time. She probably never could feel the way that oxygen cleans her bloodstream so clearly as she did then. Leela feels uncomfortable with her new intellectual abilities. She isn't relying on the multitude of sense-organs distributed across her body to synthesize the presented data. Instead, she's intellectualizing every wave of information, and her brain organ is perhaps much more hyper-active than it was before. In short, Romanas reliance on a rationalist-empiricist epistemology aligns closely with her *inability* to utilize her sense organs deeply, accurately, and with intimacy. Leelas reliance on the specifically neuromuscular and sensory knowledge allows her a more nuanced interaction with the corporeal landscape around her, but perhaps forbids her from constructing a systematized methodology of propositional logic in the way Romana could.

Neither side of this coin is "better" and in fact us humans have the task of delicately tending to both parts of our makeup, both sets of data-gathering tools. The metaphysician and mathematician Alfred North Whitehead essentially investigates the foundations of these differing personalities in his magnum opus Process & Reality (1929). P&R is one of my favorite works ever and to see the Gallifrey series so brilliantly convey the gradation between his categories of "withness of the body" and "presentational immediacy" through the relationship between Leela and Romana has been an absolute delight. Amazing series

"You think of your body as a machine, but it is not. How can such a big mind be so narrow?" -Leela

"But we must—to avoid 'solipsism of the present moment'—include in direct perception something more than presentational immediacy. For the organic theory, the most primitive perception is 'feeling the body as functioning.' This is a feeling of the world in the past; it is the inheritance of the world as a complex of feeling; namely, it is the feeling of derived feelings. The later, sophisticated perception is 'feeling the contemporary world.' Even this presentational immediacy begins with sense-presentation of the contemporary body. The body, however, is only a peculiarly intimate bit of the world. Just as Descartes said, 'this body is mine'; so he should have said, 'this actual world is mine.' My process of 'being myself' is my origination from my possession of the world." -Alfred North Whitehead