Unlock the potential of alternative data! Explore the rapidly growing $15B+ Alternative Data Services market, projected for explosive growth through 2033. Discover key trends, top companies, and regional insights in this comprehensive market analysis. Learn how businesses leverage web data, sentiment analysis, and more for competitive advantage.

The ESG in the Top 100 US Private Equity Firms for the year 2022 dataset provides insights into the ESG practices and characteristics of the top 100 US PE firms for 2022, analyzed at the firm level.

The dataset is divided into two main categories. The first involves content analysis, where data from the corporate websites of leading US Private Equity Firms were combined to gather ESG-related information through manual analysis of 100 firms. Selection of the first 100 PE firms was based on the 2022 ranking from "Private Equity International," a global insights and data provider for the Private Equity industry. The study exclusively focuses on private equity firms with private equity as their primary investment strategy. The sample of 100 firms is constructed by substituting eliminated entities with subsequent ones from the 2022 Private Equity International rankings, concluding at the 116th ranked Private Equity Firm. The analysis remains flexible, encompassing terms such as 'CSR,' 'Responsible investing,' or 'Impact investing' as part of the exploration of the broad concept of ESG. ESG information from firm websites was categorized into Environmental (E), Social (S), Governance (G), and "Other" (covering factors outside these labels). Each primary category was further divided into two sub-categories: the first contributing to an E, S, G, or "Other" score, and the second encompassing ESG frameworks, signatories, certifications, or sponsorship.

The second part of the dataset is extracted from "Preqin," the leading dataset provider for the Private Equity industry. Variables were extracted from a large Preqin database, and only observations matching the initial 100 PE firms were retained. The data extracted pertained to performance (IRR) and characteristics such as firm size, investment strategy, total number of funds, average vintage, and total funds raised in the last 10 years. Occasional missing data were manually collected from Bloomberg, and observations with additional data collection were flagged in analyses to ensure methodological consistency.

The primary objective was to create an ESG score for assessing the ESG performance of a Private Equity Firm. The ESG-Score was determined by summing up individual scores for each ESG category: E-Score (Environmental), S-Score (Social), G-Score (Governance), and Other-Score. The Other-Score is an element in a company's ESG assessment that encompasses miscellaneous factors not precisely classified as environmental, social, or governance. Alongside the ESG score, an investigation was conducted to determine if Private Equity Firms had explicitly pledged to ESG frameworks. These analyses assessed whether the firms adhere to ESG frameworks, actively participate in ESG initiatives, possess ESG certifications, and are involved in ESG sponsorships.

Discover the booming alternative data vendor market! This in-depth analysis reveals a $5B market projected to reach $15B by 2033, driven by AI, big data analytics, and the rising demand for non-traditional data sources in finance and beyond. Explore key players, market trends, and growth opportunities.

Discover the booming Alternative Data Vendor market! Learn about its $8 billion valuation, 15% CAGR, key players (Preqin, Dataminr, Bloomberg), and diverse applications across BFSI, retail, and more. Explore regional insights and future trends in this in-depth market analysis.

Discover the booming Alternative Data Provider market, projected to reach [estimated 2033 value] by 2033 with a 9% CAGR. This comprehensive analysis explores market drivers, trends, restraints, key players (Preqin, Dataminr, etc.), and regional insights. Learn about the potential of alternative data in BFSI, retail, and more.

Discover the booming Alternative Data Services market! Learn about its rapid growth, key drivers, major players (Preqin, S&P Global, etc.), and future trends in this insightful market analysis projecting a multi-billion dollar industry by 2033. Explore regional market shares and investment opportunities.

Discover the explosive growth of the Alternative Data market, projected at a 25% CAGR to 2033. This in-depth analysis reveals market size, key trends, leading companies (Preqin, S&P Global, Bloomberg), and regional insights. Learn how alternative data is transforming investment strategies and business decisions.

Discover the booming Alternative Data Services market projected to reach $50B by 2033! This in-depth analysis reveals key market trends, growth drivers, restraints, and leading companies shaping the future of investment and business intelligence using credit card data, web traffic, and sentiment analysis. Explore regional market shares & segment breakdowns for informed decision-making.

Preqin on funds (size, crossborder within EU) and fundmanagers and Worldbank on GDP of the memberstates.Merged in Stata on Fundmanagers as common identifier (N=1.630). Independent variable is the implementation of AIMFD in 2013; Dependent variables are PE capital supply (fundsizes) and PE crossborder deals. Control variables: PE firm age and PE experience, and GDP. OLS regression measuring continuous effect size from AIMFD on Fundsize and Binary logistic regression measuring AIMFD effect on cross-border activity.. The outcomes were correlated with the contractual relationships between institutional investors and PE fundmanagers.

Discover the booming Alternative Data Provider market! This comprehensive analysis reveals a market projected to surpass $15 billion by 2033, driven by AI, increasing demand for non-traditional data sources, and the rise of quant investing. Learn about key players, market segments, and future trends.

Unlock the power of alternative data! Explore the booming Alternative Data Services market, projected to reach $32 billion by 2033. Discover key trends, leading companies, and regional insights in this comprehensive market analysis. Learn how alternative data is transforming investment strategies and business decisions across BFSI, retail, and other industries.

Discover the booming Alternative Asset Management Platform market! This in-depth analysis reveals key trends, drivers, and challenges shaping this multi-billion dollar industry, including the rise of AI, regulatory changes, and leading players like Accelex, Exabel, and Snowflake. Explore market size projections, CAGR, and regional breakdowns for informed investment decisions.

The Alternative Data Platform market is experiencing robust growth, driven by the increasing demand for non-traditional data sources within the financial services sector. The market's expansion is fueled by several key factors: the rise of quantitative investment strategies that heavily rely on alternative data for alpha generation; the growing sophistication of data analytics techniques capable of extracting meaningful insights from complex datasets; and the increasing availability of diverse alternative data streams, including social media sentiment, satellite imagery, and transactional data. This market is segmented across various data types (e.g., web traffic, social media, satellite imagery), industry verticals (e.g., finance, retail, healthcare), and deployment models (cloud-based, on-premise). The competitive landscape is characterized by both established players and emerging fintech companies, leading to ongoing innovation and consolidation. We estimate the market size in 2025 to be $5 billion, with a compound annual growth rate (CAGR) of 25% projected through 2033. This signifies substantial future opportunities for vendors and investors alike. Significant trends shaping this market include the increasing adoption of cloud-based platforms for scalability and cost-effectiveness, the rise of AI-powered data analytics for enhanced insight extraction, and a greater focus on data security and regulatory compliance. However, challenges remain. These include the high cost of alternative data acquisition and processing, the need for specialized expertise in data science and analytics, and concerns related to data quality and bias. Despite these restraints, the overall market outlook is positive, with continued growth driven by the expanding use of alternative data across a broader range of industries and investment strategies. The competitive landscape includes companies like Accelex, Exabel, Similarweb, Preqin, and many others actively innovating and expanding their offerings to meet the evolving needs of the market. This ongoing innovation and competition ensure a dynamic and rapidly changing marketplace.

Discover the booming Alternative Data Vendor market! This comprehensive analysis reveals key trends, growth drivers, and leading companies shaping this $15B+ sector. Explore market segmentation, regional insights, and future projections for 2025-2033. Learn how alternative data fuels investment decisions and business intelligence.

As per Cognitive Market Research's latest published report,The Europe Landlord Insurance market size will be $27,770.62 Million by 2028.The Europe Landlord Insurance Industry's Compound Annual Growth Rate will be 7.94% from 2023 to 2030. What is Driving Landlord Insurance Industry Growth?

Rising demand of rental properties

It is said that the best investment is a land investment. Population across the globe follows these proverbs and invest their saving in buying homes. The housing process in European countries were observed at its peak which were derived by the large investors. The institutional investors including private equity and pension funds has raise the houses prices in the European countries. The volume of purchases in Europe hit €64bn (£53bn) in 2020, with about €150bn value of housing stock conservatively estimated to be in the hands of such large investors. According to Preqin private database of investors, Berlin, with €40bn worth of housing assets in institutional portfolios is at top followed by London, Amsterdam, Paris and Vienna.

The data from Berlin’s Free University states that the Europe’s housing has become increasingly attractive asset class for investors owing to near-zero interest rates and cheering regulatory outlines. The data from European central bank shows that the real estate funds in the Eurozone reached €1tn in 2021 in which residential assets are consider as progressively central part. The institutional investors’ residential transactions between 2012 and 2021 was increased in Germany, Denmark followed by Netherlands.

Significant occupancy of residential and commercial properties by institutional investors led to the undersupply of housing across the continent and results in the increasing rental rates. Owing to the chronic undersupply of housing in several European countries, the population of the tenants increases which simultaneously increases the demand of rental properties in Europe. Moreover, the capability of population to purchase house is also decreasing with the increasing annual house prices. The data shows a surge in rents by 16.0 % and house prices by 38.7 % from 2010 to third quarter of 2021 in Europe. The rent and houses price in Europe has increased by 1.2 % and 9.2 % respectively from third quarter of 2021 to third quarter of 2020.

Landlord insurance is applicable to rental properties only. Hence, with the increasing demand of rental properties in Europe is driving the growth of landlord insurance market.

Increase in natural disasters is propelling market growth

Restraint of the Europe Landlord Insurance Market

Inadequate information related to landlord insurance policies.(Access Detailed Analysis in the Full Report Version)

Opportunities of the Europe Landlord Insurance Market

Introduction of new technologies in insurance industry.(Access Detailed Analysis in the Full Report Version)

What is Landlord Insurance?

Landlord Insurance is a sort of homeowner's insurance that protects homeowners against financial losses associated with rental properties. This insurance includes coverage for fire and other dangers, as well as theft and intentional damage.

Several European nations are quickly implementing landlord insurance for their buildings. Property and liability protection are two forms of coverage that are commonly included in insurance policies. Both insurance policies are designed to protect both the landlord and the renters from financial losses.

Damage to property, income replacement, liability insurance, and add-on coverage are all covered by landlord insurance. It assists clients in protecting themselves from financial losses caused by natural catastrophes, injuries, accidents, and other liability concerns.

It also provides payment for lost rent, repairs, and property replacement that are covered by landlord insurance.

Landlord liability insurance, landlord buildings insurance, landlord contents insurance, loss of rent insurance, tenant default insurance, accidental damage insurance, alternative accommodation insurance, unoccupied property insurance, and legal expenses insurance are among the various types of landlord insurance.

In Europe, several online and offline landlord insurance businesses offer solutions for both residential and commercial properties. This landlord insurance migh...

The Alternative Data Vendor market is experiencing robust growth, driven by the increasing reliance of businesses across diverse sectors on non-traditional data sources for enhanced decision-making. The market's expansion is fueled by several key factors. Firstly, the rise of big data analytics and the need for sophisticated insights beyond traditional data sets are creating significant demand. Secondly, the increasing availability of alternative data sources, including web data, social media sentiment, and transactional data, is further propelling market growth. Finally, the adoption of advanced analytical techniques and AI/ML capabilities to process and interpret this complex data is allowing businesses to gain a competitive edge. We estimate the current market size (2025) at $15 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 18% between 2025 and 2033. This robust growth is projected to continue, driven by increasing investments in data analytics and the expanding adoption of alternative data by businesses in sectors such as BFSI (Banking, Financial Services, and Insurance), and technology. The market is segmented by application (BFSI, Industrial, IT & Telecommunications, Retail & Logistics, Other) and data type (Credit Card Transactions, Consultants, Web Data & Web Traffic, Sentiment & Public Data, Other). While the BFSI sector currently dominates the market, significant growth is anticipated across all sectors as the value of alternative data becomes increasingly recognized. Geographical expansion is another key driver, with North America currently holding the largest market share, followed by Europe. However, Asia Pacific is expected to witness considerable growth due to rising technological advancements and increasing adoption rates in rapidly developing economies. While the availability of reliable and high-quality data remains a challenge, ongoing developments in data governance and regulatory frameworks are mitigating these risks. The competitive landscape includes established players like S&P Global and Bloomberg, as well as innovative startups, leading to a dynamic and ever-evolving market.

The size of the Alternative Data Vendor market was valued at USD XXX million in 2024 and is projected to reach USD XXX million by 2033, with an expected CAGR of XX % during the forecast period.

Data Preparation Workflow

This dataset combines several sources to explore the relationship between venture capital investment and job market trends in sustainable AI:

Job Postings Data: Sourced from a dataset by Luke Barousse. This data contains fictitious job postings generated for educational purposes and does not reflect real hiring records. It is used here as a proxy to illustrate workforce trends alongside investment data.

Investment Data: Sourced from OECD and Preqin reports on venture capital investment in AI and environmental sustainability initiatives. This data represents real aggregated investment figures by country and quarter.

Population Data: Population figures used in per-capita calculations were sourced from Worldometer estimates.

The raw job postings and investment data were queried and cleaned in PostgreSQL using Visual Studio Code. All aggregation, filtering, and joins were performed in SQL to ensure data consistency and reproducibility. The final cleaned datasets were exported to CSV format with the following structure:

Job Postings Dataset Columns:

job_id: Unique identifier for each job posting

clean_country: Country where the job was posted

continent: Continent corresponding to the country

job_title_short: Simplified job title

job_posted_date: Date the job was posted

Investment Dataset Columns:

country: Country or region receiving investment

quarter: Time period of the investment

investment_usd_millions: Funding amount in USD

These CSVs were then uploaded to Kaggle for further analysis and visualisation using Python and pandas.

What if the company that houses some of the favorite snacks such as Pringles, Cheeze-It and Kelloggs among several is under process of being acquired by the sweet shop Mars!? I analyzed the acquisition of Kellanova (former Kelloggs) by Mars, Incorporated. To give a background of the deal, on August 13, 2024, Mars, Incorporated and Kellanova entered into a definitive agreement under which Mars has agreed to acquire Kellanova for a total consideration of $35.9 Billion at a premium of 33% to Kellanova’s unaffected 52-week high as of August 2, 2024. The total valuation is at acquisition multiple of 16.4x LTM adjusted EBITDA as of June 29, 2024. The deal is expected to significantly increase leverage of Mars and has led to downgrading the issuer to ‘A’ from ‘A+.’ With several strategic synergies, the deal is focused on enhancing financial stability to boost investor confidence. The acquisition is expected to close first half of 2025 with a successful integration of Kellanova. One of the most significant challenges was valuing Mars. Mars is a privately held company with very little or next to none financial information available in public domain. I also looked-up databases such as Preqin and Crunchbase, which are meant for privately held companies. Further, the date of valuation of acquisition of June 29, 2024 posed unique challenge to conduct valuation analysis as of that date. I have derived valuation financial parameters and conducted valuation of the target company as of June 28, 2024 and June 29, 2024 based on availability of financial information. The valuations of target company Kellanova and purchasing company Mars have been done using current and forward valuation multiples. The acquisition analysis has been developed by leveraging financial information available over databases such as #CapitalIQ #LSEGWorkspace #BloombergCapitalMarkets

The Alternative Data Services market is experiencing robust growth, driven by the increasing need for sophisticated investment strategies and enhanced decision-making across various sectors. The market, currently estimated at $15 billion in 2025, is projected to witness a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033, reaching approximately $50 billion by 2033. This expansion is fueled by several key factors. The rise of alternative data sources, such as web data, social media sentiment, and credit card transactions, provides invaluable insights unavailable through traditional data channels. This is particularly crucial in sectors like BFSI (Banking, Financial Services, and Insurance), where understanding consumer behavior and credit risk is paramount. Furthermore, the increasing adoption of AI and machine learning technologies enhances the analytical capabilities of these services, allowing for more accurate predictions and better risk management. The market's segmentation, encompassing various data types (credit card transactions, web data, sentiment analysis, etc.) and applications across multiple industries, reflects its versatility and broad appeal. The competitive landscape is dynamic, with numerous established players and innovative startups vying for market share. This necessitates continuous innovation and strategic partnerships to remain competitive. Despite the promising outlook, the market faces certain challenges. Data privacy concerns and regulatory changes pose significant hurdles, requiring meticulous compliance and ethical data handling practices. The high cost of acquiring and processing alternative data can also limit adoption, particularly among smaller firms. However, the overall market trajectory remains positive, driven by the undeniable value proposition of alternative data in enhancing decision-making across finance, investment, and beyond. The increasing availability of more sophisticated data analytics tools, coupled with a growing appreciation for the predictive power of alternative data, will continue to fuel market expansion in the coming years.