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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.
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)
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)
Stock price prediction
Portfolio optimization
Algorithmic trading
Market sentiment analysis
Risk management
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
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
https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html
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.
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)
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)
Stock price prediction
Portfolio optimization
Algorithmic trading
Market sentiment analysis
Risk management
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
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
https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html
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.
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)
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)
Stock price prediction
Portfolio optimization
Algorithmic trading
Market sentiment analysis
Risk management
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
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
https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html
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.
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)
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)
Stock price prediction
Portfolio optimization
Algorithmic trading
Market sentiment analysis
Risk management
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
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
In 2023, Google's ad revenue amounted to 264.59 billion U.S. dollars. The company generates advertising revenue through its Google Ads platform, which enables advertisers to display ads, product listings and service offerings across Google’s extensive ad network (properties, partner sites, and apps) to web users. Google advertising Advertising accounts for the majority of Google’s revenue, which amounted to a total of 305.63 billion U.S. dollars in 2023. The majority of Google's advertising revenue comes from search advertising. Google market share These revenue figures come as no surprise, as Google accounts for the majority of the online and mobile search market worldwide. As of September 2023, Google was responsible for more than 84 percent of global desktop search traffic. The company holds a market share of more than 80 percent in a wide range of digital markets, having little to no domestic competition in many of them. China, Russia, and to a certain extent, Japan, are some of the few notable exceptions, where local products are more preferred.
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The Search Engine industry is highly concentrated, with three companies controlling almost the entire industry; the largest company, Alphabet Inc., has a market share greater than 96%. Search engines provide web portals that generate and maintain extensive databases of internet addresses. Industry companies generate most, if not all, of their revenue from advertising. Technological growth has resulted in more households being connected to the Internet, and a boom in e-commerce has made the industry increasingly innovative. Over the past decade, a climb in the percentage of households with internet access has supported revenue growth, while increasing technological integration with daily life has increased demand for industry services. A greater proportion of transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television increasing the focus on digital marketing as a core strategy. Industry revenue is expected to increase at a compound annual rate of 4.7%, to reach £5.1 billion over the five years through 2024-25. Revenue is forecast to climb by 4.7% in 2024-25. Industry profit has remained high, expanding to 34.2% in 2024-25. The rise of the mobile advertising market and the proliferation of mobile devices mean there are plenty of opportunities for search engines, which are expected to capitalise on these trends further moving forward. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that do not use Google as the default engine benefits other search providers. Technological advancements that incorporate user data are anticipated to make it easier to tailor advertisements and develop new ways of using consumer data. Industry revenue is forecast to jump at a compound annual rate of 6% over the five years through 2029-30, to reach £6.8 billion.
In the last reported fiscal year, Alphabet Inc. invested 8.7 billion U.S. dollars in advertising and promotional activities. This representes roughly the same amount invested in 2023, down from 9.2 billion in 2022 but up from 7.9 billion in 2021. Alphabet is Google's parent company. In 2024, the company generated over 100 billion U.S. dollars of net income.
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The Information sector creates and distributes media content to US consumers and businesses. The Information sector responds to trends in household formation, which influences subscription volumes to communications services advertising expenditure, which generates nearly one-fourth of sector revenue, as well as consumer incomes and spending habits, which influence the extent to which households purchase discretionary entertainment products. The Information sector also sells some products and services directly to businesses and is influenced to a lesser extent by trends in corporate profit and business sentiment. The accelerated pace of digital transformation has fueled industry growth. As remote work and online learning became the norm, the demand for robust digital infrastructure and cloud services skyrocketed. This shift wasn't limited to cloud services alone, internet providers flourished spurred by the advent of 5G technology. Through the end of 2024, sector revenue will expand at a CAGR of 2.7% to reach $2.4 trillion, including a boost of 1.9% in 2024. Although consumer demand for media is generally steady and the Information sector has expanded consistently, revenue flows within the sector are uneven and determined by technology trends. Substantial expansion through the end of 2024 has stemmed from a proliferation of new consumer devices. However, most of the expansion has been concentrated on online publishing and data processing at the expense of more traditional information subsectors. For example, new digital channels have detracted from print advertising expenditure, which has dipped during the current period and curtailed print publishing. An expansion in mobile devices and the emergence of online streaming services have made consumers less reliant on more traditional communication services like wired voice, broadband internet and cable TV. Looking ahead, the information sector is poised for sustained growth over the next five years, fueled by rising consumer spending and private investment. As the economy recovers and interest rates stabilize, disposable incomes are poised to climb, allowing households to avail themselves of more digital subscriptions and services. The rollout of 5G will further augment mobile internet usage, potentially challenging wired broadband alternatives. Traditional media companies will continue to pivot to online platforms and streaming services, aiming to retain and expand their audience. Through the end of 2029, the Information sector revenue will strengthen at a CAGR of 2.2% to reach $2.7 trillion.
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The Web Portal Operation industry is highly concentrated, with three companies controlling almost the entire industry; the largest company in the industry, Alphabet Inc, has a market share greater than 90% in 2024. Search engines generate most, if not all, of their revenue from advertising. Technological growth has led to more households being connected to the internet and a boom in e-commerce has made the industry increasingly innovative. Over the past decade, a boost in the percentage of households with internet access across Europe has supported revenue expansion, while strengthening technological integration with daily life has boosted demand for web portals. A greater proportion of transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television increasing the focus on digital marketing as a core strategy. Industry revenue is expected to fall at a compound annual rate of 1.4%, to €30.2 billion over the five years through 2024. While growth slowed in 2020 amid the pandemic, the industry was less affected than the wider economy due to the surge in businesses creating or bolstering their online presence in response to pandemic-related measures. Revenue is forecast to grow by 2% in the current year. Industry profit has fallen to 15% in 2024. The rise of the mobile advertising market and the proliferation of mobile devices mean there are plenty of opportunities for search engines, which are expected to capitalise on these trends further moving forward. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that don’t use Google as the default engine benefits other operators. Technological advancements that incorporate user data are likely to make it easier to tailor advertisements and develop new ways of using consumer data. Industry revenue is forecast to jump at a compound annual rate of 5% over the five years through 2029 to reach €38.4 billion.
In 2024, Alphabet spent 49.32 billion U.S. dollars on research and development across its many properties. This is an increase of over 3.8 billion U.S. dollars compared to the company's R&D expenses in the previous year.
https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/
The Web Portal Operation industry is highly concentrated, with three companies controlling almost the entire industry; the largest company in the industry, Alphabet Inc, has a market share greater than 90% in 2025. This market concentration has fostered significant advertising revenue but made it exceedingly difficult for smaller web portals to survive. Yet, the presence of local champions like Yandex in Russia and Seznam in the Czech Republic demonstrates that regional portals can find niches, particularly where differentiated content or national digital policies shape market dynamics. Search engines generate most, if not all, of their revenue from advertising. Technological growth has led to more households being connected to the internet and a boom in e-commerce has made the industry increasingly innovative. Over the past decade, a boost in the percentage of households with internet access across Europe has supported revenue expansion, while strengthening technological integration with daily life has boosted demand for web portals. Industry revenue is expected to swell at a compound annual rate of 17.4% over the five years through 2025, including growth of 15% in 2025, to reach €74.9 billion. While profit is high, it is projected to dip amid hiking operational pressures, changing advertising dynamics and heightened regulatory compliance costs. A greater proportion of transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television expanding the focus on digital marketing as a core strategy. Market leaders have maintained dominance via exclusive agreements, like Google’s multi-billion-euro deals to remain the default search engine on Apple and Android devices, embedding themselves deeper into users’ daily digital interactions. At the same time, the rise of privacy-first search engines like DuckDuckGo, Ecosia and Qwant reflects shifting consumer attitudes toward data privacy and environmental impact. However, Google's status as the default search provider on most mainstream platforms, coupled with robust integration through Chrome and Google's broader ecosystem, has significantly constrained market entry for competitors, perpetuating the industry’s concentration. The rise of the mobile advertising market and the proliferation of mobile devices mean there are plenty of opportunities for search engines, which are expected to capitalise on these trends further moving forward. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that don’t use Google as the default engine benefits other web portals. Technological advancements that incorporate user data are likely to make it easier to tailor advertisements and develop new ways of using consumer data. Initiatives like the European Search Perspective (EUSP) joint venture between Ecosia and Qwant signal the beginnings of intensified competition, especially around privacy and regional digital sovereignty. Nonetheless, industry growth is set to continue, fuelled by surging demand for localised, targeted digital advertising and heightened investment in mobile marketing. Industry revenue is forecast to jump at a compound annual rate of 20.4% over the five years through 2030 to reach €189.7 billion.
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The Data Processing and Hosting Services industry has transformed over the past decade, with the growth of cloud computing creating new markets. Demand surged in line with heightened demand from banks and a rising number of mobile connections across Europe. Many companies regard cloud computing as an innovative way of reducing their operating costs, which has led to the introduction of new services that make the sharing of data more efficient. Over the five years through 2025, revenue is expected to hike at a compound annual rate of 4.3% to €113.5 billion, including a 5.6% jump in 2025. Industry profit has been constrained by pricing pressures between companies and regions. Investments in new-generation data centres, especially in digital hubs like Frankfurt, London, and Paris, have consistently outpaced available supply, underlining the continent’s insatiable appetite for processing power. Meanwhile, 5G network roll-outs and heightened consumer expectations for real-time digital services have made agile hosting and robust cloud infrastructure imperative, pushing providers to invest in both core and edge data solutions. Robust growth has been fuelled by rapid digitalisation, widespread cloud adoption, and exploding demand from sectors such as e-commerce and streaming. Scaling cloud infrastructure, driven by both established giants, like Amazon Web Services (AWS), Microsoft Azure and Google Cloud and nimble local entrants, has allowed the industry to keep pace with unpredictable spikes in online activity and increasingly complex data needs. Rising investment in data centre capacity and the proliferation of high-availability hosting have significantly boosted operational efficiency and market competitiveness, with revenue growth closely tracking the boom in cloud and streaming services across the continent. Industry revenue is set to grow moving forward as European businesses incorporate data technology into their operations. Revenue is projected to boom, growing at a compound annual rate of 10.3% over the five years through 2030, to reach €185.4 billion. Growth is likely to be assisted by ongoing cloud adoption, accelerated 5G expansion, and soaring investor interest in hyperscale and sovereign data centres. Technical diversification seen in hybrid cloud solutions, edge computing deployments, and sovereign clouds, will create significant opportunities for incumbents and disruptors alike. Pricing pressures, intensified by global hyperscalers’ economies of scale and assertive licensing strategies, will pressurise profit, especially for smaller participants confronting rising capital expenditure and compliance costs.
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.
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The Web Portal Operation industry is highly concentrated, with three companies controlling almost the entire industry; the largest company in the industry, Alphabet Inc, has a market share greater than 90% in 2025. This market concentration has fostered significant advertising revenue but made it exceedingly difficult for smaller web portals to survive. Yet, the presence of local champions like Yandex in Russia and Seznam in the Czech Republic demonstrates that regional portals can find niches, particularly where differentiated content or national digital policies shape market dynamics. Search engines generate most, if not all, of their revenue from advertising. Technological growth has led to more households being connected to the internet and a boom in e-commerce has made the industry increasingly innovative. Over the past decade, a boost in the percentage of households with internet access across Europe has supported revenue expansion, while strengthening technological integration with daily life has boosted demand for web portals. Industry revenue is expected to swell at a compound annual rate of 17.4% over the five years through 2025, including growth of 15% in 2025, to reach €74.9 billion. While profit is high, it is projected to dip amid hiking operational pressures, changing advertising dynamics and heightened regulatory compliance costs. A greater proportion of transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television expanding the focus on digital marketing as a core strategy. Market leaders have maintained dominance via exclusive agreements, like Google’s multi-billion-euro deals to remain the default search engine on Apple and Android devices, embedding themselves deeper into users’ daily digital interactions. At the same time, the rise of privacy-first search engines like DuckDuckGo, Ecosia and Qwant reflects shifting consumer attitudes toward data privacy and environmental impact. However, Google's status as the default search provider on most mainstream platforms, coupled with robust integration through Chrome and Google's broader ecosystem, has significantly constrained market entry for competitors, perpetuating the industry’s concentration. The rise of the mobile advertising market and the proliferation of mobile devices mean there are plenty of opportunities for search engines, which are expected to capitalise on these trends further moving forward. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that don’t use Google as the default engine benefits other web portals. Technological advancements that incorporate user data are likely to make it easier to tailor advertisements and develop new ways of using consumer data. Initiatives like the European Search Perspective (EUSP) joint venture between Ecosia and Qwant signal the beginnings of intensified competition, especially around privacy and regional digital sovereignty. Nonetheless, industry growth is set to continue, fuelled by surging demand for localised, targeted digital advertising and heightened investment in mobile marketing. Industry revenue is forecast to jump at a compound annual rate of 20.4% over the five years through 2030 to reach €189.7 billion.
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European software developers' revenue is forecast to swell at a compound annual rate of 6.9% over the five years through 2025, including a projected growth of 5% in 2025 to reach €490 billion. Software solutions are increasingly integral to modern business operations and European developers have been at the forefront, crafting bespoke applications tailored to sector-specific needs. Fintech companies have supported growth by leveraging sophisticated technologies that ensure their competitive edge and compliance. Technological advances in cloud computing, artificial intelligence (AI) and cybersecurity are reshaping the market, driving adoption among European businesses. Developers have responded to the burgeoning demand for secure Internet of Things (IoT) software, particularly in mobile and embedded systems. Acquisitions like TRASNA's purchase of Workz and IoTerop signal a trend towards comprehensive service offerings. At the same time, the pressing need for enhanced cybersecurity has catalysed revenue growth, driven by escalating cyber threats driving the need for robust security frameworks. Companies like Darktrace have capitalised on this by delivering AI-driven cybersecurity solutions. Developers’ revenue has also been propped up by embracing Software-as-a-Service (SaaS) models, which enable remote, cost-effective access to critical applications in the cloud. Despite revenue growth, profitability has edged downwards due to a surge in the number of software developers intensifying price competition. Revenue is forecast to surge at a compound annual rate of 10.2% over the five years through 2030 to €795.5 billion. The industry is projected to expand as developers focus on harnessing cloud computing, fintech solutions and open banking, driven by the Payment Services Directive 2 (PSD2). While PSD2 initially launched in 2018, European banks, fintechs and third-party providers have varied adoption timelines, meaning integration and compliance projects are still active and will continue over the coming years. Cloud adoption is expected to accelerate, leaving ample room for growth. However, European developers face regulatory challenges, notably the EU's AI Act, which could stymie innovation. Competition will remain fierce, especially in the burgeoning fintech landscape, as demand for solutions in mobile payments, digital banking and blockchain applications ramps up. Despite these obstacles, an emphasis on compliance and education is anticipated to yield positive outcomes. As European businesses invest in IT, developers are well-positioned to seize opportunities arising from digital transformation initiatives while continuing to adapt to technological advances.
https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/
The Web Portal Operation industry is highly concentrated, with three companies controlling almost the entire industry. Search engines generate most of their revenue from advertising. Technological growth has led to more households being connected to the internet and a boom in e-commerce has made the industry increasingly innovative as players strive to keep up. Revenue growth has also been supported by changes in societal behaviours like heightened leisure time and the proliferation of remote working, both of which have contributed to a hike in online spending. With a continued swell in online spending, revenue is forecast to climb by 3.7% in 2025. In the wake of the digital world, French and global businesses have capitalised on these trends by investing heavily in digital advertising to boost their online footprint, as evidenced by the 15% jump in French digital ad spending in 2022, according to IAB France. More transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television increasing the focus on digital marketing as a core strategy. Industry revenue is expected to grow at a compound annual rate of 17.7% over the five years through 2025, reaching €5.3 billion, while profit has remained high. Moving forward, revenue growth will likely be steered by advances in mobile advertising and localisation strategies. With approximately 70% of French internet users accessing the web via mobile devices according to Médiamétrie, there’s a fertile ground for exploiting mobile advertising revenue. However, challenges loom as the industry grapples with the growing influence of social media platforms that effectively leverage user data to attract advertisers. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that don’t use Google as the default engine benefits other businesses. Technological advancements that incorporate user data are likely to make it easier to tailor advertisements and develop new ways of using consumer data. Industry revenue is forecast to jump at a compound annual rate of 3.1% over the five years through 2030 to reach €6.2 billion.
https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/
European software developers' revenue is forecast to swell at a compound annual rate of 6.9% over the five years through 2025, including a projected growth of 5% in 2025 to reach €490 billion. Software solutions are increasingly integral to modern business operations and European developers have been at the forefront, crafting bespoke applications tailored to sector-specific needs. Fintech companies have supported growth by leveraging sophisticated technologies that ensure their competitive edge and compliance. Technological advances in cloud computing, artificial intelligence (AI) and cybersecurity are reshaping the market, driving adoption among European businesses. Developers have responded to the burgeoning demand for secure Internet of Things (IoT) software, particularly in mobile and embedded systems. Acquisitions like TRASNA's purchase of Workz and IoTerop signal a trend towards comprehensive service offerings. At the same time, the pressing need for enhanced cybersecurity has catalysed revenue growth, driven by escalating cyber threats driving the need for robust security frameworks. Companies like Darktrace have capitalised on this by delivering AI-driven cybersecurity solutions. Developers’ revenue has also been propped up by embracing Software-as-a-Service (SaaS) models, which enable remote, cost-effective access to critical applications in the cloud. Despite revenue growth, profitability has edged downwards due to a surge in the number of software developers intensifying price competition. Revenue is forecast to surge at a compound annual rate of 10.2% over the five years through 2030 to €795.5 billion. The industry is projected to expand as developers focus on harnessing cloud computing, fintech solutions and open banking, driven by the Payment Services Directive 2 (PSD2). While PSD2 initially launched in 2018, European banks, fintechs and third-party providers have varied adoption timelines, meaning integration and compliance projects are still active and will continue over the coming years. Cloud adoption is expected to accelerate, leaving ample room for growth. However, European developers face regulatory challenges, notably the EU's AI Act, which could stymie innovation. Competition will remain fierce, especially in the burgeoning fintech landscape, as demand for solutions in mobile payments, digital banking and blockchain applications ramps up. Despite these obstacles, an emphasis on compliance and education is anticipated to yield positive outcomes. As European businesses invest in IT, developers are well-positioned to seize opportunities arising from digital transformation initiatives while continuing to adapt to technological advances.
https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/
The Web Portal Operation industry is highly concentrated, with three companies controlling almost the entire industry; the largest company in the industry, Alphabet Inc, has a market share greater than 90% in 2025. This market concentration has fostered significant advertising revenue but made it exceedingly difficult for smaller web portals to survive. Yet, the presence of local champions like Yandex in Russia and Seznam in the Czech Republic demonstrates that regional portals can find niches, particularly where differentiated content or national digital policies shape market dynamics. Search engines generate most, if not all, of their revenue from advertising. Technological growth has led to more households being connected to the internet and a boom in e-commerce has made the industry increasingly innovative. Over the past decade, a boost in the percentage of households with internet access across Europe has supported revenue expansion, while strengthening technological integration with daily life has boosted demand for web portals. Industry revenue is expected to swell at a compound annual rate of 17.4% over the five years through 2025, including growth of 15% in 2025, to reach €74.9 billion. While profit is high, it is projected to dip amid hiking operational pressures, changing advertising dynamics and heightened regulatory compliance costs. A greater proportion of transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television expanding the focus on digital marketing as a core strategy. Market leaders have maintained dominance via exclusive agreements, like Google’s multi-billion-euro deals to remain the default search engine on Apple and Android devices, embedding themselves deeper into users’ daily digital interactions. At the same time, the rise of privacy-first search engines like DuckDuckGo, Ecosia and Qwant reflects shifting consumer attitudes toward data privacy and environmental impact. However, Google's status as the default search provider on most mainstream platforms, coupled with robust integration through Chrome and Google's broader ecosystem, has significantly constrained market entry for competitors, perpetuating the industry’s concentration. The rise of the mobile advertising market and the proliferation of mobile devices mean there are plenty of opportunities for search engines, which are expected to capitalise on these trends further moving forward. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that don’t use Google as the default engine benefits other web portals. Technological advancements that incorporate user data are likely to make it easier to tailor advertisements and develop new ways of using consumer data. Initiatives like the European Search Perspective (EUSP) joint venture between Ecosia and Qwant signal the beginnings of intensified competition, especially around privacy and regional digital sovereignty. Nonetheless, industry growth is set to continue, fuelled by surging demand for localised, targeted digital advertising and heightened investment in mobile marketing. Industry revenue is forecast to jump at a compound annual rate of 20.4% over the five years through 2030 to reach €189.7 billion.
https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/
The Web Portal Operation industry is highly concentrated, with three companies controlling almost the entire industry; the largest company in the industry, Alphabet Inc, has a market share greater than 90% in 2025. This market concentration has fostered significant advertising revenue but made it exceedingly difficult for smaller web portals to survive. Yet, the presence of local champions like Yandex in Russia and Seznam in the Czech Republic demonstrates that regional portals can find niches, particularly where differentiated content or national digital policies shape market dynamics. Search engines generate most, if not all, of their revenue from advertising. Technological growth has led to more households being connected to the internet and a boom in e-commerce has made the industry increasingly innovative. Over the past decade, a boost in the percentage of households with internet access across Europe has supported revenue expansion, while strengthening technological integration with daily life has boosted demand for web portals. Industry revenue is expected to swell at a compound annual rate of 17.4% over the five years through 2025, including growth of 15% in 2025, to reach €74.9 billion. While profit is high, it is projected to dip amid hiking operational pressures, changing advertising dynamics and heightened regulatory compliance costs. A greater proportion of transactions being carried out online has driven innovation in targeted digital advertising, with declines in rival advertising formats like print media and television expanding the focus on digital marketing as a core strategy. Market leaders have maintained dominance via exclusive agreements, like Google’s multi-billion-euro deals to remain the default search engine on Apple and Android devices, embedding themselves deeper into users’ daily digital interactions. At the same time, the rise of privacy-first search engines like DuckDuckGo, Ecosia and Qwant reflects shifting consumer attitudes toward data privacy and environmental impact. However, Google's status as the default search provider on most mainstream platforms, coupled with robust integration through Chrome and Google's broader ecosystem, has significantly constrained market entry for competitors, perpetuating the industry’s concentration. The rise of the mobile advertising market and the proliferation of mobile devices mean there are plenty of opportunities for search engines, which are expected to capitalise on these trends further moving forward. Smartphones could disrupt the industry's status quo, as the rising popularity of devices that don’t use Google as the default engine benefits other web portals. Technological advancements that incorporate user data are likely to make it easier to tailor advertisements and develop new ways of using consumer data. Initiatives like the European Search Perspective (EUSP) joint venture between Ecosia and Qwant signal the beginnings of intensified competition, especially around privacy and regional digital sovereignty. Nonetheless, industry growth is set to continue, fuelled by surging demand for localised, targeted digital advertising and heightened investment in mobile marketing. Industry revenue is forecast to jump at a compound annual rate of 20.4% over the five years through 2030 to reach €189.7 billion.
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The Data Processing and Hosting Services industry has transformed over the past decade, with the growth of cloud computing creating new markets. Demand surged in line with heightened demand from banks and a rising number of mobile connections across Europe. Many companies regard cloud computing as an innovative way of reducing their operating costs, which has led to the introduction of new services that make the sharing of data more efficient. Over the five years through 2025, revenue is expected to hike at a compound annual rate of 4.3% to €113.5 billion, including a 5.6% jump in 2025. Industry profit has been constrained by pricing pressures between companies and regions. Investments in new-generation data centres, especially in digital hubs like Frankfurt, London, and Paris, have consistently outpaced available supply, underlining the continent’s insatiable appetite for processing power. Meanwhile, 5G network roll-outs and heightened consumer expectations for real-time digital services have made agile hosting and robust cloud infrastructure imperative, pushing providers to invest in both core and edge data solutions. Robust growth has been fuelled by rapid digitalisation, widespread cloud adoption, and exploding demand from sectors such as e-commerce and streaming. Scaling cloud infrastructure, driven by both established giants, like Amazon Web Services (AWS), Microsoft Azure and Google Cloud and nimble local entrants, has allowed the industry to keep pace with unpredictable spikes in online activity and increasingly complex data needs. Rising investment in data centre capacity and the proliferation of high-availability hosting have significantly boosted operational efficiency and market competitiveness, with revenue growth closely tracking the boom in cloud and streaming services across the continent. Industry revenue is set to grow moving forward as European businesses incorporate data technology into their operations. Revenue is projected to boom, growing at a compound annual rate of 10.3% over the five years through 2030, to reach €185.4 billion. Growth is likely to be assisted by ongoing cloud adoption, accelerated 5G expansion, and soaring investor interest in hyperscale and sovereign data centres. Technical diversification seen in hybrid cloud solutions, edge computing deployments, and sovereign clouds, will create significant opportunities for incumbents and disruptors alike. Pricing pressures, intensified by global hyperscalers’ economies of scale and assertive licensing strategies, will pressurise profit, especially for smaller participants confronting rising capital expenditure and compliance costs.
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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.
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)
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)
Stock price prediction
Portfolio optimization
Algorithmic trading
Market sentiment analysis
Risk management
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
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