vinay thakur

The $19.64 Trillion Club and What It Actually Looks Like Inside

vpst18@gmail.com (Vinay Thakur) — Mon, 20 Apr 2026 00:00:00 +0000

Overview

There are 3,384 billionaires in the world. Together they hold $19.64 trillion — more than the GDP of every country except the US and China. This piece takes the Forbes Real-Time Billionaires data from April 2026, enriches it with World Bank GDP and population figures, and engineers 13 variables on top: oligarchy risk, dynastic power, innovation-to-extraction ratios, wealth velocity, economic fragility.

What comes out is not one story. It is several. Most of them are not what you would expect.

18,528 Country Pairs. Most Have Never Made a Couple.

vpst18@gmail.com (Vinay Thakur) — Sun, 22 Mar 2026 00:00:00 +0000

So it became a short project. Define the variables. Gather the data. Build a framework. Score every possible pairing. Report what the numbers say about human connection

There are 193 UN-recognised sovereign nations. That produces 18,528 unique country pairings. For the vast majority, no intermarriage data has ever been collected. The question is not which pair has the lowest marriage rate. It is which pair has the lowest “probability” that a marriage could occur.

What Happens When You Analyze Millions of Coffee Searches? The 3 AM Questions Will Surprise You

vpst18@gmail.com (Vinay Thakur) — Wed, 01 Oct 2025 00:00:00 +0000

The Data:

How I read the data without letting one country shout over everyone else

I blended two sources for six markets (USA, India, UAE, Norway, Sweden, Colombia). Data retrieved using pytrends python library:

Search suggestion lists for the long tail and phrasing nuance.
Monthly search volume tables for scale.

Every record carries a modifier (“how,” “can,” “what,” etc.), the raw query, the market, and the associated cost-per-click. I cleaned the text, normalized volumes within each market, and tagged psychological intent buckets (curiosity, practical help, health anxiety, safety, social). That setup let the USA’s 1.3 million-question mammoth share a stage with Norway’s 1,760 questions, and it exposed both the macro rhythms and the local stories.

Invisible Workers: Why Do Trucks Carry Teddy Bears?

vpst18@gmail.com (Vinay Thakur) — Wed, 16 Jul 2025 00:00:00 +0000

This is not random!

A quick web search revealed something fascinating. This was not random. People around the world had noticed. Questions popped up, forums buzzed with theories. Travel blogs mentioned sightings. Analysis of several major conversations about this phenomenon reveals compelling patterns:

Global Reach/Conversations

Mumbai, India : 1,132 upvotes
United States : 213 upvotes
United Kingdom : 178 upvotes
Various locations : Combined 500votes

The internet had already tried to solve this mystery. But most explanations seems incomplete.

A Decade Overnight Success: What 24,653 Devices Reveal About Innovation

vpst18@gmail.com (Vinay Thakur) — Sat, 28 Jun 2025 00:00:00 +0000

The “overnight success” of NFC actually took 12 years of manufacturer hesitation
Budget phones, not premium flagships, actually drive new feature adoption
Some “revolutionary” features like wireless charging remain stuck below 50% adoption after 16+ years
Battery technology improved 900% over 25 years, yet consumers still complain about battery life
2015 was mobile’s greatest year with 2,217 device launches - never matched before or since

I recently analyzed a massive dataset of 24,653 devices (credit Kaggle ) released between 1999 and 2025. This is not consumer sales or opinion data, it’s seller-side information revealing what manufacturers chose to build and when. The patterns that emerged challenge fundamental assumptions about how innovation actually works in the mobile industry.

Mapping Collective Vision of the Future

vpst18@gmail.com (Vinay Thakur) — Sat, 10 May 2025 00:00:00 +0000

As tech keeps speeding up, all of us think about the future. By looking at where people agree and disagree, we can get some exploratory ideas of what might happen and what these possible futures could mean. I collected and analyzed over 10K online interactions and predictions about the next couple of decades . Idea was not just about what might change, but how these changes could transform how we lives.

What 2,640 Billionaires Reveal: Patterns & Zodiac Signs in Billionaire Wealth Creation

vpst18@gmail.com (Vinay Thakur) — Sun, 13 Apr 2025 00:00:00 +0000

I admit this is subject to survival bias as we are only seeing those who succeeded, yet could this data still offer meaningful insights into extreme wealth creation? Thus, I carried out varied analyses, and the patterns that emerged challenge many commonly held assumptions.

Dataset

The dataset contains records for 2,640 billionaires.

Few some interesting baseline stats

The average billionaire net worth is $4.62 billion
~69% are self-made while ~31% inherited their wealth
Men represent 87% of billionaires while women account for only 13%

Research Edge Series

vpst18@gmail.com (Vinay Thakur) — Sun, 26 Jan 2025 00:00:00 +0000

Overview

A comprehensive guide to conducting meaningful research in social sciences. The Research Edge Series provides rigorous research methodology frameworks for social scientists and market researchers.

What’s Included

Research design principles
Sampling methodologies
Data collection best practices
Analysis frameworks
Reporting guidelines

Research Edge Series

vpst18@gmail.com (Vinay Thakur) — Sun, 26 Jan 2025 00:00:00 +0000

Overview

Research Edge Series is an open source platform that makes evidence based research methodology accessible to working professionals. It bridges the gap between academic rigour and the real world constraints of tight timelines, imperfect datasets, and stakeholder scrutiny.

What It Covers

The series publishes articles and tools across core research disciplines: qualitative analysis, causal inference, sampling theory, measurement validity, and consumer behaviour research methods. Each piece is grounded in peer reviewed standards but written for practitioners, not textbooks.

Measurement Scales

vpst18@gmail.com (Vinay Thakur) — Sat, 25 Jan 2025 00:00:00 +0000

Overview

A curated collection of validated measurement scales and research instruments for consumer behavior and social research.

Features

Validated research instruments
Consumer behavior scales
Social research measurement tools
Documentation and usage guides

Use Cases

Academic research
Market research studies
Consumer behavior analysis
Social science investigations

Connect with Gandhi

vpst18@gmail.com (Vinay Thakur) — Fri, 24 Jan 2025 00:00:00 +0000

Overview

An interactive exploration of Gandhi’s 45,458 collected works. Search, visualize, and discover patterns in historical writings.

Features

Search across 45,458 collected works
Pattern visualization
Historical context exploration
Interactive discovery tools

Technology

Built to enable researchers and enthusiasts to explore Gandhi’s extensive writings in new ways.

Community Blossom

vpst18@gmail.com (Vinay Thakur) — Thu, 23 Jan 2025 00:00:00 +0000

Overview

Demographic patterns emerge as organic networks, each node representing a distinct community district. Population densities determine scale while geographic relationships create natural clustering, forming delicate webs of connection that mirror the invisible social bonds within urban landscapes.

View Interactive Piece →

Data

Built with p5.js using Dubai community demographic data, covering 48 districts with population and area measurements.

Part of Hanami

A generative code art collection exploring data as aesthetic medium.

HashPrint

vpst18@gmail.com (Vinay Thakur) — Wed, 22 Jan 2025 00:00:00 +0000

Overview

HashPrint explores visual experiments with data patterns and algorithmic design.

Concept

Transforming data structures into visual patterns, revealing the hidden aesthetics within algorithms and hash functions.

Features

Data pattern visualization
Algorithmic design experiments
Visual hash representations
Pattern exploration tools

Pi Constellation

vpst18@gmail.com (Vinay Thakur) — Wed, 22 Jan 2025 00:00:00 +0000

Overview

Ten thousand decimal places of π transformed into a visual constellation, where each digit becomes a colored point of light. Adjacent identical digits connect to form intricate patterns, revealing the hidden structure within mathematical infinity.

View Interactive Piece →

Approach

A 100x100 grid maps each of the 10,000 digits to a unique color from a vibrant palette. Connections form between adjacent matching digits, horizontal, vertical, and diagonal, creating constellations within the mathematical constant.

ARTCode

vpst18@gmail.com (Vinay Thakur) — Tue, 21 Jan 2025 00:00:00 +0000

Overview

ARTCode is an interactive digital art gallery featuring 10 unique artworks exploring philosophical concepts through code and visual art. Navigate using scroll, keyboard, or touch.

Concept

Exploring the intersection of programming and art, where algorithms become the brush and data becomes the canvas. Each piece, from particle galaxies to breathing mandalas, investigates themes of balance, infinity, and the spirituality of code.

Features

10 interactive artworks with particle systems, 3D rendering, and canvas animations
Philosophical themes: duality, void, sacred geometry, nature’s algorithms
Immersive welcome screen with water ripple physics
Audio-visual integration

vpst18@gmail.com (Vinay Thakur) — Sun, 22 Sep 2024 00:00:00 +0000

Here is an interesting story snippet from the content I gathered that perfectly shows the difference:

“My friend’s rich parents wanted to give me some old furniture for free. I asked about the company that made it so I could measure my house. They said, ‘We don’t know, it’s very old.’ I found out that this ‘old’ furniture was made by hand in the 1870s. Each piece was worth thousands of dollars!”

When I Decided to Make Code Dance: My ARTCode Experiment

vpst18@gmail.com (Vinay Thakur) — Fri, 20 Sep 2024 00:00:00 +0000

Overview

The story of how ARTCode came to be, an experiment in making code dance through creative programming and generative art.

The Journey

The inspiration behind ARTCode
Technical approaches to code-based art
Lessons learned from creative coding

Read the Full Article

Read on LinkedIn

Experimenting with Pi Value

vpst18@gmail.com (Vinay Thakur) — Tue, 10 Sep 2024 00:00:00 +0000

Overview

Explorations and experiments with the mathematical constant Pi, finding patterns and creating visualizations from this infinite number.

Experiments

Visual representations of Pi
Pattern discovery in digits
Mathematical art from Pi

Read the Full Article

Read on LinkedIn

vinay thakur

The $19.64 Trillion Club and What It Actually Looks Like Inside

Overview

18,528 Country Pairs. Most Have Never Made a Couple.

What Happens When You Analyze Millions of Coffee Searches? The 3 AM Questions Will Surprise You

The Data:

Invisible Workers: Why Do Trucks Carry Teddy Bears?

Global Reach/Conversations

A Decade Overnight Success: What 24,653 Devices Reveal About Innovation

Mapping Collective Vision of the Future

What 2,640 Billionaires Reveal: Patterns & Zodiac Signs in Billionaire Wealth Creation

Dataset

Research Edge Series

Overview

What’s Included

Links

Research Edge Series

Overview

What It Covers

Measurement Scales

Overview

Features

Use Cases

Links

Connect with Gandhi

Overview

Features

Technology

Links

Community Blossom

Overview

Data

Part of Hanami

HashPrint

Overview

Concept

Features

Links

Pi Constellation

Overview

Approach

ARTCode

Overview

Concept

Features

Networking Spiral

Overview

Approach

The 30,000 ft Riddle: Why Rational People Rush to Nowhere

Overview

Key Questions

Read the Full Article

The Popularity Trap: Analysis of 10,000 Movies, Videos & Games

Overview

Key Findings

Read the Full Article

Can Synthetic Data Help Make Sense of Fragmented Market Research?

Overview

Key Questions

Read the Full Article

Do Facts Change Minds?

Overview

Key Insights

Read the Full Article

Wealth's Hidden Truths

When I Decided to Make Code Dance: My ARTCode Experiment

Overview

The Journey

Read the Full Article

Experimenting with Pi Value

Overview

Experiments

Read the Full Article