With a market capitalization of 3.12 trillion U.S. dollars as of May 2024, Microsoft was the world’s largest company that year. Rounding out the top five were some of the world’s most recognizable brands: Apple, NVIDIA, Google’s parent company Alphabet, and Amazon. Saudi Aramco led the ranking of the world's most profitable companies in 2023, with a pre-tax income of nearly 250 billion U.S. dollars. How are market value and market capitalization determined? Market value and market capitalization are two terms frequently used – and confused - when discussing the profitability and viability of companies. Strictly speaking, market capitalization (or market cap) is the worth of a company based on the total value of all their shares; an important metric when determining the comparative value of companies for trading opportunities. Accordingly, many stock exchanges such as the New York or London Stock Exchange release market capitalization data on their listed companies. On the other hand, market value technically refers to what a company is worth in a much broader context. It is determined by multiple factors, including profitability, corporate debt, and the market environment as a whole. In this sense it aims to estimate the overall value of a company, with share price only being one element. Market value is therefore useful for determining whether a company’s shares are over- or undervalued, and in arriving at a price if the company is to be sold. Such valuations are generally made on a case-by-case basis though, and not regularly reported. For this reason, market capitalization is often reported as market value. What are the top companies in the world? The answer to this question depends on the metric used. Although the largest company by market capitalization, Microsoft's global revenue did not manage to crack the top 20 companies. Rather, American multinational retailer Walmart was ranked as the largest company in the world by revenue. Walmart also had the highest number of employees in the world.

In 2009, Ecxxon Mobil Corp had a market capitalization of approximately ****** billion U.S dollars, making it the largest company in the world at the time. Five of the ten largest companies worldwide in 2009 were based in the United States, with three from Europe and two from China.

Forbes is one of the most respected sources for financial information and global rankings. Their Global 2000 list includes the world’s largest public companies at 2024, providing invaluable insights into global markets and leading economic players.

Resource Link : https://www.forbes.com/lists/global2000/

Financial metrics (Sales , Profit , Assets , Market Value ) are in billions of dollars.

According to Forbes Global 2000 ranking released on June 12, 2025, Taiwan Semiconductor was the biggest public company in Taiwan, with a market value of around 708 billion U.S. dollars, up from 672 billion U.S. dollars in the previous years' evaluation. As a global foundry leader, Taiwan Semiconductor generated around 97 billion U.S. dollars in sales revenue in 2024.

In 2025, according to the source's ranking, Apple was the most valuable brand in the world. The technology giant had an estimated brand value of about 574.5 billion U.S. dollars, followed by Microsoft that was worth 461.1 billion dollars. The global dominance of technology companies   A closer look at the 2024 brand ranking reveals that U.S. tech brands once again dominated the top-10 list. As a case in point, the business technology and services platforms industry was the highest-valued sector worldwide among the 100 most valuable brands in 2023. Meanwhile, consumer technology and services platforms ranked second on the list. The importance of brand value Brand value, not to be mistaken with brand equity, is a term used in the marketing industry to describe the value of brands. The term is based on the implication that products with a well-known brand name can generate more money than those with a less well-known name. Strong brands enhance business performance primarily through their influence on three key stakeholder groups: customers, employees, and investors. They influence customer choice and create loyalty; attract, retain, and motivate talent; and lower the cost of financing for the companies.

Dataset Overview

This dataset contains comprehensive stock market data for June 2025, capturing daily trading information across multiple companies and sectors. The dataset represents a substantial collection of market data with detailed financial metrics and trading statistics.

Basic Dataset Information

• Time Period: June 1-21, 2025 (21 trading days)
• Total Records: Approximately 11,600+ entries
• Companies Covered: 500+ unique stocks
• Data Type: Daily stock market trading data with fundamental metrics

Markdown Table Format

Dataset Information Table

Dataset Overview

Data Schema

Market Capitalization Tiers

• Mega Cap (>$1T): 6 companies (AAPL, MSFT, NVDA, AMZN, GOOGL, META)
• Large Cap ($200B-$1T): 28 companies
• Mid Cap ($50B-$200B): 47 companies

Key Market Characteristics

Price Volatility by Sector

• Technology: Higher volatility (±3.5% daily range)
• Energy: High volatility (±4.0% daily range)
• Utilities: Lower volatility (±1.5% daily range)
• Healthcare/Financials: Moderate volatility (±2.5% daily range)

Trading Volume Patterns

• Mega Cap: 25M - 90M shares daily
• Large Cap: 8M - 35M shares daily
• Mid Cap: 2M - 15M shares daily
• Small Cap: 500K - 5M shares daily

Financial Metrics Distribution

• Average P/E Ratio: 25.9 (market-wide)
• Average Dividend Yield: 1.25%
• Price Range: $19 (T) to $3,850 (BKNG)
• EPS Range: $1.50 to $70.00

Notable Market Features

High-Value Stocks

• BKNG (Booking Holdings): $3,650-$3,850 range
• AVGO (Broadcom): $1,650-$1,750 range
• REGN (Regeneron): $1,050-$1,150 range
• LLY (Eli Lilly): $920-$980 range

High-Dividend Yielders

• T (AT&T): 7.1% dividend yield
• VZ (Verizon): 6.2% dividend yield
• PFE (Pfizer): 5.8% dividend yield

Growth & Technology Leaders

• NOW (ServiceNow): P/E ratio of 85
• NVDA (NVIDIA): P/E ratio of 45
• TSLA (Tesla): P/E ratio of 55

Data Quality & Realism Features

✅ Authentic Price Ranges: Based on realistic 2025 market projections ✅ Sector-Appropriate Volatility: Different volatility patterns by industry ✅ Correlated Metrics: P/E ratios, dividend yields, and EPS align with market caps ✅ Realistic Trading Volumes: Volume scaled appropriately to market cap ✅ Temporal Consistency: Logical price progression over 53-day period ✅ Market Cap Accuracy: Daily fluctuations reflect actual price movements

Intended Use Cases

• Financial Analysis & Modeling: Portfolio optimization, risk assessment
• Machine Learning Applications: Predictive modeling, algorithmic trading
• Educational Purposes: Finance courses, data science training
• Algorithm Development: Backtesting trading strategies
• Market Research: Sector analysis, correlation studies
• Visualization Projects: Interactive dashboards, market trend analysis

This dataset provides a comprehensive foundation for quantitative finance research, offering both breadth across market sectors and depth in daily trading dynamics while maintaining statistical realism throughout the observation period...

When looking at the leading food and drink service chains by market value, as ranked by Forbes in its 2024 "Global 2000" list of the largest companies worldwide, ********** came out on top. The fast food chain accounted for a market value of approximately ***** billion U.S. dollars that year. Meanwhile, second in the ranking was **********************, with a market value of ***** billion U.S. dollars.

PURPOSE (possible uses)

Non-professional investors often try to find an interesting stock among those in an index (such as the Standard and Poor's 500, Nasdaq, etc.). They need only one company, the best, and they don't want to fail (perform poorly). So, the metric to optimize is accuracy, described as:

Accuracy = True Positives / (True Positives + False Positives)

And the predictive model can be a binary classifier.

The data covers the price and volume of shares of 31 NASDAQ companies in the year 2022.

Context

Every data set I found to predict a stock price (investing) aims to find the price for the next day, and only for that stock. But in practical terms, people like to find the best stocks to buy from an index and wait a few days hoping to get an increase in the price of this investment.

Content

Rows are grouped by companies and their age (newest to oldest) on a common date. The first column is the company. The following are the age, market, date (separated by year, month, day, hour, minute), share volume, various traditional prices of that share (close, open, high...), some price and volume statistics and target. The target is mainly defined as 1 when the closing price increases by at least 5% in 5 days (open market days). The target is 0 in any other case.

Complex features and target were made by executing: https://www.kaggle.com/code/luisandresgarcia/202307

Thanks

Many thanks to everyone who participates in scientific papers and Kaggle notebooks related to financial investment.

With the growth of the Chinese economy, an increasing number of Chinese companies are appearing on the Forbes Global 2000 list. **************** was the Chinese company with the largest market value. Its market value amounted to around ****** billion U.S. dollars in 2023. Chinese companies on Forbes Global 2000 China had the second highest number of companies on this list, trailing behind the United States. Among the first ten public companies on the Global 2000 ranking, three were companies headquartered in China. The Industrial and Commercial Bank of China (ICBC) ranked as first Chinese enterprise on Forbes Global 2000 ranking. The leading four Chinese companies on the 2024 ranking are all from the financial sector. The rise of China's tech-giants Besides companies from the financial sector and energy sector, China's biggest internet companies Tencent and Alibaba also had good rankings. Both companies have grown significantly over the past years due to the rapid development of the internet business sector and the huge market in China. However, they have fallen back in the global ranking recently due to Beijing's tightened control of the tech sector. Both companies are investing a lot in the application of artificial intelligence to improve their working efficiency and clients’ experience.

Corporate Profits in the United States increased to 3266.20 USD Billion in the second quarter of 2025 from 3203.60 USD Billion in the first quarter of 2025. This dataset provides the latest reported value for - United States Corporate Profits - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Dataset

This dataset was created by Ege Akyol

Released under Other (specified in description)

Contents

As of May 2025, the pharmaceutical company AstraZeneca was the leading company listed on the London Exchange (LSE), with a market capitalization of 159 billion British pounds. This made them the largest of all companies listed on the LSE. Seen as the heart of the global financial community, the London Stock Exchange is the second-largest stock market in Europe and ranks eighth globally. Key information The London Stock Exchange (LSE) is among the largest stock market operators globally and ranks 11th in terms of the oldest stock exchanges in existence, with 224 years of operation as of 2025. Performance after Covid The COVID-19 pandemic had a profound effect on the global economy, causing considerable volatility on the stock market. The London Stock Exchange (LSE) saw a notable decline in the market capitalization value of its listed companies, reaching its lowest value in March 2020 at approximately three trillion British pounds in correlation with a surge in the average daily number of trades, which peaked at over two billion. Following this initial reaction, the LSE observed a decrease in the average daily active traders, alongside a gradual recovery in the market capitalization of the listed companies.

IBISWorld's annual ranking of the Top 1,000 companies in Australia and New Zealand, based on their financial performance in 2024 or the latest available financial data.

Shares Traded: Qatar Stock Exchange: Value: Top Five Companies data was reported at 2,081.967 QAR mn in Oct 2018. This records a decrease from the previous number of 2,202.148 QAR mn for Sep 2018. Shares Traded: Qatar Stock Exchange: Value: Top Five Companies data is updated monthly, averaging 3,144.525 QAR mn from Oct 2003 (Median) to Oct 2018, with 181 observations. The data reached an all-time high of 16,830.920 QAR mn in Jun 2008 and a record low of 426.335 QAR mn in Sep 2004. Shares Traded: Qatar Stock Exchange: Value: Top Five Companies data remains active status in CEIC and is reported by Qatar Stock Exchange. The data is categorized under Global Database’s Qatar – Table QA.Z003: Qatar Stock Exchange: Shares Traded Value and Volume.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

GRNAW Stock: A High-Growth Company with a Bright Future

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

According to Forbes Global 2000 ranking released on June 12, 2025, China Mobile kept its title as the biggest public company in Hong Kong, with a market value of around 223 billion U.S. dollars. This is up from 19 billion U.S. dollars in the previous year's evaluation. With a market valuation of 103 billion U.S. dollars, the gas and oil company CNOOC remained second, ahead of the pan-Asian life insurance company AIA Group.

The global market size of Over the Top is $XX million in 2018 with XX CAGR from 2014 to 2018, and it is expected to reach $XX million by the end of 2024 with a CAGR of XX% from 2019 to 2024.

Global Over the Top Market Report 2019 - Market Size, Share, Price, Trend and Forecast is a professional and in-depth study on the current state of the global Over the Top industry. The key insights of the report:

1.The report provides key statistics on the market status of the Over the Top manufacturers and is a valuable source of guidance and direction for companies and individuals interested in the industry.

2.The report provides a basic overview of the industry including its definition, applications and manufacturing technology.

3.The report presents the company profile, product specifications, capacity, production value, and 2013-2018 market shares for key vendors.

4.The total market is further divided by company, by country, and by application/type for the competitive landscape analysis.

5.The report estimates 2019-2024 market development trends of Over the Top industry.

6.Analysis of upstream raw materials, downstream demand, and current market dynamics is also carried out

7.The report makes some important proposals for a new project of Over the Top Industry before evaluating its feasibility.

There are 4 key segments covered in this report: competitor segment, product type segment, end use/application segment and geography segment.

For competitor segment, the report includes global key players of Over the Top as well as some small players.

The information for each competitor includes:

* Company Profile

* Main Business Information

* SWOT Analysis

* Sales, Revenue, Price and Gross Margin

* Market Share



For product type segment, this report listed main product type of Over the Top market

* Product Type I

* Product Type II

* Product Type III



For end use/application segment, this report focuses on the status and outlook for key applications. End users sre also listed.

* Application I

* Application II

* Application III



For geography segment, regional supply, application-wise and type-wise demand, major players, price is presented from 2013 to 2023. This report covers following regions:

* North America

* South America

* Asia & Pacific

* Europe

* MEA (Middle East and Africa)

The key countries in each region are taken into consideration as well, such as United States, China, Japan, India, Korea, ASEAN, Germany, France, UK, Italy, Spain, CIS, and Brazil etc.



Reasons to Purchase this Report:

* Analyzing the outlook of the market with the recent trends and SWOT analysis

* Market dynamics scenario, along with growth opportunities of the market in the years to come

* Market segmentation analysis including qualitative and quantitative research incorporating the impact of economic and non-economic aspects

* Regional and country level analysis integrating the demand and supply forces that are influencing the growth of the market.

* Market value (USD Million) and volume (Units Million) data for each segment and sub-segment

* Competitive landscape involving the market share of major players, along with the new projects and strategies adopted by players in the past five years

* Comprehensive company profiles covering the product offerings, key financial information, recent developments, SWOT analysis, and strategies employed by the major market players

* 1-year analyst support, along with the data support in excel format.

We also can offer customized report to fulfill special requirements of our clients. Regional and Countries report can be provided as well.

The global market size of Over The Top (OTT) Media Delivery Services is $XX million in 2018 with XX CAGR from 2014 to 2018, and it is expected to reach $XX million by the end of 2024 with a CAGR of XX% from 2019 to 2024.
Global Over The Top (OTT) Media Delivery Services Market Report 2019 - Market Size, Share, Price, Trend and Forecast is a professional and in-depth study on the current state of the global Over The Top (OTT) Media Delivery Services industry. The key insights of the report:
1.The report provides key statistics on the market status of the Over The Top (OTT) Media Delivery Services manufacturers and is a valuable source of guidance and direction for companies and individuals interested in the industry.
2.The report provides a basic overview of the industry including its definition, applications and manufacturing technology.
3.The report presents the company profile, product specifications, capacity, production value, and 2013-2018 market shares for key vendors.
4.The total market is further divided by company, by country, and by application/type for the competitive landscape analysis.
5.The report estimates 2019-2024 market development trends of Over The Top (OTT) Media Delivery Services industry.
6.Analysis of upstream raw materials, downstream demand, and current market dynamics is also carried out
7.The report makes some important proposals for a new project of Over The Top (OTT) Media Delivery Services Industry before evaluating its feasibility.
There are 4 key segments covered in this report: competitor segment, product type segment, end use/application segment and geography segment.
For competitor segment, the report includes global key players of Over The Top (OTT) Media Delivery Services as well as some small players.
The information for each competitor includes:
* Company Profile
* Main Business Information
* SWOT Analysis
* Sales, Revenue, Price and Gross Margin
* Market Share

For product type segment, this report listed main product type of Over The Top (OTT) Media Delivery Services market
* Product Type I
* Product Type II
* Product Type III

For end use/application segment, this report focuses on the status and outlook for key applications. End users sre also listed.
* Application I
* Application II
* Application III

For geography segment, regional supply, application-wise and type-wise demand, major players, price is presented from 2013 to 2023. This report covers following regions:
* North America
* South America
* Asia & Pacific
* Europe
* MEA (Middle East and Africa)
The key countries in each region are taken into consideration as well, such as United States, China, Japan, India, Korea, ASEAN, Germany, France, UK, Italy, Spain, CIS, and Brazil etc.

Reasons to Purchase this Report:
* Analyzing the outlook of the market with the recent trends and SWOT analysis
* Market dynamics scenario, along with growth opportunities of the market in the years to come
* Market segmentation analysis including qualitative and quantitative research incorporating the impact of economic and non-economic aspects
* Regional and country level analysis integrating the demand and supply forces that are influencing the growth of the market.
* Market value (USD Million) and volume (Units Million) data for each segment and sub-segment
* Competitive landscape involving the market share of major players, along with the new projects and strategies adopted by players in the past five years
* Comprehensive company profiles covering the product offerings, key financial information, recent developments, SWOT analysis, and strategies employed by the major market players
* 1-year analyst support, along with the data support in excel format.
We also can offer customized report to fulfill special requirements of our clients. Regional and Countries report can be provided as well.

This dataset tracks annual reduced-price lunch eligibility from 2006 to 2023 for High School For Enterprise Business & Technology vs. New York and New York City Geographic District #14 School District

In 2024, the**************************************o posted the highest revenue of any company in the world before taxes, with an income of over *** billion U.S. dollars. ************************************************** rounded out the top five spots in the ranking of most profitable companies. What is net income? Net income, or net profit, which differs slightly from pre-tax income, is the figure that gives the most complete overview of a company’s profitability: It is calculated as the revenue of a company less all operating expenses, debt payments, interest paid, income from subsidiary holdings, taxes, etc. Different industries have different net profit margins. The Apple doesn’t fall far In terms of market value, Microsoft was the largest company in the world in 2024, with Apple following in second. Since the beginning of the new millennium, Apple has reported ever rising amounts of worldwide revenue, with iPhone sales leading the charge.