100+ datasets found
  1. Investment Banking & Securities Intermediation in the US - Market Research...

    • ibisworld.com
    Updated Feb 15, 2025
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    IBISWorld (2025). Investment Banking & Securities Intermediation in the US - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/united-states/market-research-reports/investment-banking-securities-intermediation-industry/
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    Dataset updated
    Feb 15, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2015 - 2030
    Area covered
    United States
    Description

    Strong returns in various financial markets and increased trading volumes have benefited businesses in the industry. Companies provide underwriting, brokering and market-making services for different financial instruments, including bonds, stocks and derivatives. Businesses benefited from improving macroeconomic conditions despite high inflationary economic environment. However, in 2024, the Fed slashed interest rates as inflationary pressures eased , limiting interest income from fixed-income securities for the industry. The Fed seeks to further cut interest rates but will monitor inflation, employment, the effects of tariffs and other economic factors before making further rate cut decisions. Overall, revenue has been growing at a CAGR of 7.0% over the past five years and is expected to total $456.6 billion in 2025, with revenue expected to decline 0.9% in the same year. In addition, industry profit is expected to climb to 13.0% over the five years to 2025. While many industries struggled at the onset of the period due to economic disruptions due to the pandemic and supply chain issues, businesses benefited from the volatility. Primarily, companies have benefited from increased trading activity on behalf of their clients due to fluctuations in asset prices. This has led to higher trade execution fees for firms at the onset of the period. Similarly, debt underwriting increased as many businesses have turned to investment bankers to help raise cash for various ventures. Also, improved scalability of operations, especially regarding trading services conducted by securities intermediates, has helped increase industry profits. Structural changes have forced the industry's smaller businesses to evolve. Because competing in trading services requires massive investments in technology and compliance, boutique investment banks have alternatively focused on advising in merger and acquisition (M&A) activity. Boutique investment banks' total share of M&A revenue is forecast to grow through the end of 2030. Furthermore, the industry will benefit from improved macroeconomic conditions as inflationary pressures are expected to ease. This will help asset values rise and interest rate levels to be cut, thus allowing operators to generate more from equity underwriting and lending activities. Overall, revenue is forecast to grow at a CAGR of 2.2% to $507.9 billion over the five years to 2030.

  2. c

    Investment Banking Market is Growing at a CAGR of 8.60% from 2024 to 2031.

    • cognitivemarketresearch.com
    pdf,excel,csv,ppt
    Updated May 15, 2025
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    Cognitive Market Research (2025). Investment Banking Market is Growing at a CAGR of 8.60% from 2024 to 2031. [Dataset]. https://www.cognitivemarketresearch.com/investment-banking-market-report
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    pdf,excel,csv,pptAvailable download formats
    Dataset updated
    May 15, 2025
    Dataset authored and provided by
    Cognitive Market Research
    License

    https://www.cognitivemarketresearch.com/privacy-policyhttps://www.cognitivemarketresearch.com/privacy-policy

    Time period covered
    2021 - 2033
    Area covered
    Global
    Description

    According to Cognitive Market Research, the global investment banking market size is USD 135121.2 million in 2024 and will expand at a compound annual growth rate (CAGR) of 8.60% from 2024 to 2031.

    North America held the major market of around 40% of the global revenue with a market size of USD 54048.48 million in 2024 and will grow at a compound annual growth rate (CAGR) of 6.8% from 2024 to 2031.
    Europe accounted for a share of over 30% of the global market size of USD 40536.36 million.
    Asia Pacific held the market of around 23% of the global revenue with a market size of USD 31077.88 million in 2024 and will grow at a compound annual growth rate (CAGR) of 10.6% from 2024 to 2031.
    Latin America market of around 5% of the global revenue with a market size of USD 6756.06 million in 2024 and will grow at a compound annual growth rate (CAGR) of 8.0% from 2024 to 2031.
    Middle East and Africa held the major market of around 2% of the global revenue with a market size of USD 2702.42 million in 2024 and will grow at a compound annual growth rate (CAGR) of 8.3% from 2024 to 2031.
    The small and medium-sized enterprise (SMES) held the highest growth rate in Investment banking market in 2024.
    

    Key Drivers of Investment Banking Market

    Advances in Financial Technology to Increase Sales
    

    Advances in financial technology, often referred to as Fin-Tech, are revolutionizing the investment banking landscape, driving sales through enhanced efficiency, accessibility, and innovation. Automated trading algorithms optimize trading execution, reducing transaction costs and enhancing market liquidity. Additionally, block chain technology facilitates secure and transparent transactions, streamlining settlement processes and reducing operational risks. Fin-Tech solutions also democratize access to financial services, enabling smaller investors and businesses to participate in capital markets through online platforms and robot-advisors. Moreover, artificial intelligence and machine learning algorithms analyse vast amounts of data to provide actionable insights for investment decisions, improving portfolio performance and risk management strategies. These technological advancements not only boost sales by attracting new clients but also increase client retention by delivering value-added services and fostering a competitive edge in the dynamic investment banking industry.

    Increasing Cross-border Transactions to Propel the Market
    

    Increasing cross-border transactions are poised to propel the investment banking market forward by expanding opportunities for global capital flows and fostering international collaboration. Globalization, coupled with evolving trade agreements and economic integration initiatives, encourages companies to seek opportunities beyond domestic borders. Investment banks play a pivotal role in facilitating cross-border mergers and acquisitions, cross-border financing, and international capital raising activities. Additionally, multinational corporations increasingly rely on investment banking services to navigate complex regulatory environments, currency risks, and cultural differences inherent in cross-border transactions. Furthermore, emerging markets offer lucrative prospects for investment banking services due to rapid economic growth and infrastructure development. As companies seek to capitalize on these opportunities, investment banks are positioned to benefit from the growing demand for advisory, financing, and risk management solutions tailored to the complexities of cross-border transactions.

    Restraint Factors Of Investment Banking Market

    Intense Competition among Investment Banks to limit the sales
    

    Intense competition among investment banks can sometimes limit sales as firms engage in aggressive pricing strategies to secure deals, resulting in narrower profit margins. This pressure to undercut competitors' fees can lead to reduced revenue per transaction, impacting overall sales figures. Moreover, the emphasis on winning deals may divert resources away from cultivating long-term client relationships, potentially resulting in decreased client retention and repeat business. Additionally, intense competition may compel investment banks to take on higher-risk transactions or lower-quality clients to maintain market share, increasing exposure to credit and operational risks. Furthermore, the cost of competing for top talen...

  3. Investment Banking in the UK - Market Research Report (2015-2030)

    • ibisworld.com
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    IBISWorld, Investment Banking in the UK - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/united-kingdom/market-research-reports/investment-banking-industry/
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    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2015 - 2030
    Area covered
    United Kingdom
    Description

    Companies in the Investment Banking industry provide financial advisory services, offering their insight on IPOs, M&As and equity and debt security underwriting activity. Competition has been fierce in recent years, with a flood of boutique firms entering the industry as bankers look for healthier rewards than those offered by the more regulated larger investment banks. Growing M&A and IPO activity before 2022-23 ramped up demand for investment banking services, although this momentum lost speed in 2022-23 as access to cheap capital ended. Revenue is expected to contract at a compound annual rate of 8.1% over the five years through 2025-26 to £8 billion, including an expected drop of 0.5% in 2025-26. Profit is also expected to edge downwards in 2025, though it remains high. Capital market activity surged at the height of the COVID-19 pandemic, lifting demand for investment banking services as governments and large international businesses across the world raised capital to fund fiscal stimuli and maintain cash flow levels. The boom in debt and equity markets showed no sign of slowing the next year, with IPO and M&A activity reaching record levels in 2021-22, driving demand for investment bankers’ services. However, in the two years through 2023-24, M&A activity plummeted thanks to rising interest rates, mounting geopolitical tensions and a gloomy economic outlook, which put companies off from seeking takeovers. In 2024-25, M&A activity fared better than IPOs, welcoming improvements in consumer confidence amid interest rate cuts, aiding revenue growth. However, IPOs continued on their downward trajectory as geopolitical uncertainty and high interest rates resulted in many companies delaying listings. Over 2025-26, M&A activity is forecast to continue to climb, but IPO activity may stall as Trump's tariff announcements erode investor sentiment, weighing on revenue growth. Revenue is anticipated to grow at a compound annual rate of 4.5% over the five years through 2030-31 to £10 billion. Deal activity is set to build as lower interest rates make leveraged transactions more attractive. Competition will remain fierce, driving technological innovation as investment banks try to improve decision-making processes and scale operations through the use of AI. Still, strong competition from overseas exchanges, like the S&P 500 in the US, will dent UK IPO activity in the coming years as companies move away from UK listings and the lacklustre valuations they offer, weighing on revenue growth.

  4. U.S. investment banking: Number of establishments and employees

    • ai-chatbox.pro
    • statista.com
    Updated Jan 1, 2013
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    Statista (2013). U.S. investment banking: Number of establishments and employees [Dataset]. https://www.ai-chatbox.pro/?_=%2Fstatistics%2F188978%2Fus-investment-banking-business-number-of-establishments-and-employees%2F%23XgboD02vawLKoDs%2BT%2BQLIV8B6B4Q9itA
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    Dataset updated
    Jan 1, 2013
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2006 - 2009
    Area covered
    United States
    Description

    The statistic represents the number of establishments and employees of investment banking businesses from 2006 to 2009. In 2006, U.S. investment banking businesses had 7,600 establishments and 156,000 employees.

  5. U

    US Investment Banking Market Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Mar 8, 2025
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    Data Insights Market (2025). US Investment Banking Market Report [Dataset]. https://www.datainsightsmarket.com/reports/us-investment-banking-market-19651
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    pdf, ppt, docAvailable download formats
    Dataset updated
    Mar 8, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global, United States
    Variables measured
    Market Size
    Description

    The US investment banking market, a cornerstone of global finance, is experiencing robust growth, fueled by a confluence of factors. The market's expansion is driven primarily by increased mergers and acquisitions (M&A) activity, particularly within the technology and healthcare sectors, reflecting a dynamic landscape of corporate restructuring and strategic partnerships. Debt and equity capital markets are also contributing significantly to market expansion, as companies seek funding for expansion and innovation. Syndicated loans, a key segment within the investment banking industry, continue to be a popular financing option for large-scale projects and corporate transactions. While regulatory changes and macroeconomic uncertainties pose potential headwinds, the overall outlook for the US investment banking market remains positive, projected to maintain a compound annual growth rate (CAGR) exceeding 4% through 2033. This growth is further bolstered by the increasing complexity of financial transactions and the growing demand for sophisticated financial advisory services from both established corporations and emerging high-growth companies. Leading investment banks like Morgan Stanley, JPMorgan Chase, Goldman Sachs, and others are well-positioned to capitalize on this growth, leveraging their extensive networks, deep industry expertise, and sophisticated technological capabilities. However, competition remains fierce, with both established players and newer entrants vying for market share. The geographical distribution of revenue is expected to remain concentrated in North America, specifically the United States, given its large and sophisticated financial markets. While European and Asian markets are also expected to experience growth, they will likely contribute a smaller proportion to overall market revenue. The ongoing digital transformation within the financial sector is creating both opportunities and challenges, forcing firms to embrace new technologies and adapt to evolving client needs to maintain competitiveness and stay ahead of market shifts. The market will continue to see innovation in areas such as fintech and data analytics, creating new revenue streams and further shaping the industry landscape. Comprehensive Coverage US Investment Banking Market Report (2019-2033) This in-depth report provides a comprehensive analysis of the US Investment Banking Market, covering the period from 2019 to 2033. It offers invaluable insights for investors, industry professionals, and anyone seeking to understand the dynamics of this lucrative and competitive sector. The report leverages extensive market research to forecast robust growth, projecting a market size exceeding $XXX million by 2033, building on a base year of 2025. Key segments including Mergers & Acquisitions (M&A), Debt Capital Markets, Equity Capital Markets, Syndicated Loans, and other investment banking products are rigorously analyzed, providing a granular understanding of market trends and future opportunities. Recent developments include: October 2022: Michael Klein will combine his consultancy business with the investment bank Credit Suisse., October 2022: J.P. Morgan, the largest merchant acquirer in the world by volume of transactions, is expanding its Merchant Services capabilities in Asia Pacific (APAC) as it seeks to provide corporate clients with the full range of its payment services in a region where retail e-commerce sales are the highest in the world.. Notable trends are: Artificial Intelligence is driving the market.

  6. Global Investment Banking & Brokerage

    • ibisworld.com
    Updated Feb 1, 2002
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    IBISWorld (2002). Global Investment Banking & Brokerage [Dataset]. https://www.ibisworld.com/global/number-of-businesses/global-investment-banking-brokerage/1770/
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    Dataset updated
    Feb 1, 2002
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2005 - 2030
    Description

    Number of Businesses statistics on the Global Investment Banking & Brokerage industry in Global

  7. Investment Banking in the UK

    • ibisworld.com
    Updated Apr 27, 2025
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    IBISWorld (2025). Investment Banking in the UK [Dataset]. https://www.ibisworld.com/united-kingdom/number-of-businesses/investment-banking/14673/
    Explore at:
    Dataset updated
    Apr 27, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2013 - 2032
    Area covered
    United Kingdom
    Description

    Number of Businesses statistics on the Investment Banking industry in United Kingdom

  8. F

    Other Financial Business; Corporate and Foreign Bonds Where the Proceeds Are...

    • fred.stlouisfed.org
    json
    Updated Jun 12, 2025
    + more versions
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    (2025). Other Financial Business; Corporate and Foreign Bonds Where the Proceeds Are Down-Streamed to Broker-Dealer Subsidiaries by Investment Banks That Are Holding-Company Parents; Liability, Transactions [Dataset]. https://fred.stlouisfed.org/series/BOGZ1FA503163005Q
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jun 12, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Description

    Graph and download economic data for Other Financial Business; Corporate and Foreign Bonds Where the Proceeds Are Down-Streamed to Broker-Dealer Subsidiaries by Investment Banks That Are Holding-Company Parents; Liability, Transactions (BOGZ1FA503163005Q) from Q4 1946 to Q1 2025 about foreign, transactions, liabilities, investment, bonds, banks, depository institutions, and USA.

  9. Company Financial Data | Banking & Capital Markets Professionals in the...

    • datarade.ai
    + more versions
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    Success.ai, Company Financial Data | Banking & Capital Markets Professionals in the Middle East | Verified Global Profiles from 700M+ Dataset [Dataset]. https://datarade.ai/data-products/company-financial-data-banking-capital-markets-profession-success-ai
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    .bin, .json, .xml, .csv, .xls, .sql, .txtAvailable download formats
    Dataset provided by
    Area covered
    Uzbekistan, Brunei Darussalam, Mongolia, Jordan, State of, Bahrain, Georgia, Korea (Republic of), Kyrgyzstan, Maldives
    Description

    Success.ai’s Company Financial Data for Banking & Capital Markets Professionals in the Middle East offers a reliable and comprehensive dataset designed to connect businesses with key stakeholders in the financial sector. Covering banking executives, capital markets professionals, and financial advisors, this dataset provides verified contact details, decision-maker profiles, and firmographic insights tailored for the Middle Eastern market.

    With access to over 170 million verified professional profiles and 30 million company profiles, Success.ai ensures your outreach and strategic initiatives are powered by accurate, continuously updated, and AI-validated data. Backed by our Best Price Guarantee, this solution empowers your organization to build meaningful connections in the region’s thriving financial industry.

    Why Choose Success.ai’s Company Financial Data?

    1. Verified Contact Data for Financial Professionals

      • Access verified email addresses, direct phone numbers, and LinkedIn profiles of banking executives, capital markets advisors, and financial consultants.
      • AI-driven validation ensures 99% accuracy, enabling confident communication and minimizing data inefficiencies.
    2. Targeted Insights for the Middle East Financial Sector

      • Includes profiles from major Middle Eastern financial hubs such as Dubai, Riyadh, Abu Dhabi, and Doha, covering diverse institutions like banks, investment firms, and regulatory bodies.
      • Gain insights into region-specific financial trends, regulatory frameworks, and market opportunities.
    3. Continuously Updated Datasets

      • Real-time updates reflect changes in leadership, market activities, and organizational structures.
      • Stay ahead of emerging opportunities and align your strategies with evolving market dynamics.
    4. Ethical and Compliant

      • Adheres to GDPR, CCPA, and other global privacy regulations, ensuring responsible data usage and compliance with legal standards.

    Data Highlights:

    • 170M+ Verified Professional Profiles: Engage with decision-makers and professionals in banking, investment management, and capital markets across the Middle East.
    • 30M Company Profiles: Access detailed firmographic data, including organization sizes, revenue ranges, and geographic footprints.
    • Leadership Contact Information: Connect directly with CEOs, CFOs, risk managers, and regulatory professionals driving financial strategies.
    • Decision-Maker Insights: Understand key decision-makers’ roles and responsibilities to tailor your outreach effectively.

    Key Features of the Dataset:

    1. Decision-Maker Profiles in Banking & Capital Markets

      • Identify and connect with executives, portfolio managers, and analysts shaping investment strategies and financial operations.
      • Target professionals responsible for compliance, risk management, and operational efficiency.
    2. Advanced Filters for Precision Targeting

      • Filter institutions by segment (retail banking, investment banking, private equity), geographic location, revenue size, or workforce composition.
      • Tailor campaigns to align with specific financial needs, such as digital transformation, customer retention, or risk mitigation.
    3. Firmographic and Leadership Insights

      • Access detailed firmographic data, including company hierarchies, financial health indicators, and service specializations.
      • Gain a deeper understanding of organizational structures and market positioning.
    4. AI-Driven Enrichment

      • Profiles enriched with actionable data allow for personalized messaging, highlight unique value propositions, and enhance engagement outcomes.

    Strategic Use Cases:

    1. Sales and Lead Generation

      • Offer financial technology solutions, consulting services, or compliance tools to banking institutions and investment firms.
      • Build relationships with decision-makers responsible for vendor selection and financial strategy implementation.
    2. Market Research and Competitive Analysis

      • Analyze trends in Middle Eastern banking and capital markets to guide product development and market entry strategies.
      • Benchmark against competitors to identify market gaps, emerging niches, and growth opportunities.
    3. Partnership Development and Vendor Evaluation

      • Connect with financial institutions seeking strategic partnerships or evaluating service providers for operational improvements.
      • Foster alliances that drive mutual growth and innovation.
    4. Recruitment and Talent Solutions

      • Engage HR professionals and hiring managers seeking top talent in finance, compliance, or risk management.
      • Provide staffing solutions, training programs, or workforce optimization tools tailored to the financial sector.

    Why Choose Success.ai?

    1. Best Price Guarantee
      • Access premium-quality financial data at competitive prices, ensuring strong ROI for your outreach, marketing, and partners...
  10. Morocco MA: Firms using Banks to Finance Investment: % of Firms

    • ceicdata.com
    Updated Jun 30, 2018
    + more versions
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    CEICdata.com (2018). Morocco MA: Firms using Banks to Finance Investment: % of Firms [Dataset]. https://www.ceicdata.com/en/morocco/company-statistics
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    Dataset updated
    Jun 30, 2018
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2007 - Dec 1, 2013
    Area covered
    Morocco
    Variables measured
    Enterprises Statistics
    Description

    MA: Firms using Banks to Finance Investment: % of Firms data was reported at 34.800 % in 2013. This records an increase from the previous number of 12.300 % for 2007. MA: Firms using Banks to Finance Investment: % of Firms data is updated yearly, averaging 23.550 % from Dec 2007 (Median) to 2013, with 2 observations. The data reached an all-time high of 34.800 % in 2013 and a record low of 12.300 % in 2007. MA: Firms using Banks to Finance Investment: % of Firms data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Morocco – Table MA.World Bank: Company Statistics. Firms using banks to finance investment are the percentage of firms using banks to finance investments.; ; World Bank, Enterprise Surveys (http://www.enterprisesurveys.org/).; Unweighted average;

  11. Real estate Banking - AI Capstone Project

    • kaggle.com
    Updated Jul 30, 2023
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    Deependra Verma (2023). Real estate Banking - AI Capstone Project [Dataset]. https://www.kaggle.com/datasets/deependraverma13/real-estate-banking-ai-capstone-project/versions/1
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Jul 30, 2023
    Dataset provided by
    Kaggle
    Authors
    Deependra Verma
    Description

    DESCRIPTION

    A banking institution requires actionable insights into mortgage-backed securities, geographic business investment, and real estate analysis. The mortgage bank would like to identify potential monthly mortgage expenses for each region based on monthly family income and rental of the real estate. A statistical model needs to be created to predict the potential demand in dollars amount of loan for each of the region in the USA. Also, there is a need to create a dashboard which would refresh periodically post data retrieval from the agencies. The dashboard must demonstrate relationships and trends for the key metrics as follows: number of loans, average rental income, monthly mortgage and owner’s cost, family income vs mortgage cost comparison across different regions. The metrics described here do not limit the dashboard to these few. Dataset Description

    Variables

    Description Second mortgage Households with a second mortgage statistics Home equity Households with a home equity loan statistics Debt Households with any type of debt statistics Mortgage Costs Statistics regarding mortgage payments, home equity loans, utilities, and property taxes Home Owner Costs Sum of utilities, and property taxes statistics Gross Rent Contract rent plus the estimated average monthly cost of utility features High school Graduation High school graduation statistics Population Demographics Population demographics statistics Age Demographics Age demographic statistics Household Income Total income of people residing in the household Family Income Total income of people related to the householder Project Task: Week 1

    Data Import and Preparation:

    Import data.

    Figure out the primary key and look for the requirement of indexing.

    Gauge the fill rate of the variables and devise plans for missing value treatment. Please explain explicitly the reason for the treatment chosen for each variable.

    Exploratory Data Analysis (EDA):

    Perform debt analysis. You may take the following steps:

    Explore the top 2,500 locations where the percentage of households with a second mortgage is the highest and percent ownership is above 10 percent. Visualize using geo-map. You may keep the upper limit for the percent of households with a second mortgage to 50 percent

    Use the following bad debt equation:

    Bad Debt = P (Second Mortgage ∩ Home Equity Loan) Bad Debt = second_mortgage + home_equity - home_equity_second_mortgage Create pie charts to show overall debt and bad debt

    Create Box and whisker plot and analyze the distribution for 2nd mortgage, home equity, good debt, and bad debt for different cities

    Create a collated income distribution chart for family income, house hold income, and remaining income

    Perform EDA and come out with insights into population density and age. You may have to derive new fields (make sure to weight averages for accurate measurements):

    Use pop and ALand variables to create a new field called population density

    Use male_age_median, female_age_median, male_pop, and female_pop to create a new field called median age

    Visualize the findings using appropriate chart type

    Create bins for population into a new variable by selecting appropriate class interval so that the number of categories don’t exceed 5 for the ease of analysis.

    Analyze the married, separated, and divorced population for these population brackets

    Visualize using appropriate chart type

    Please detail your observations for rent as a percentage of income at an overall level, and for different states.

    Perform correlation analysis for all the relevant variables by creating a heatmap. Describe your findings.

    Project Task: Week 2

    Data Pre-processing:

    The economic multivariate data has a significant number of measured variables. The goal is to find where the measured variables depend on a number of smaller unobserved common factors or latent variables.

    Each variable is assumed to be dependent upon a linear combination of the common factors, and the coefficients are known as loadings. Each measured variable also includes a component due to independent random variability, known as “specific variance” because it is specific to one variable. Obtain the common factors and then plot the loadings. Use factor analysis to find latent variables in our dataset and gain insight into the linear relationships in the data.

      Following are the list of latent variables:
    

    Highschool graduation rates

    Median population age

    Second mortgage statistics

    Percent own

    Bad debt expense

    Data Modeling :

    Build a linear Regression model to predict the total monthly expenditure for home mortgages loan.

      Please refer deplotment_RE.xlsx. Column hc_mortgage_mean is predicted variable. This is the mean monthly mortgage and owner costs of specified geographical location.
    
      Note: Exclude loans from prediction model which have NaN (Not a Numb...
    
  12. C

    Challenger Banks In North America Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Mar 8, 2025
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    Data Insights Market (2025). Challenger Banks In North America Report [Dataset]. https://www.datainsightsmarket.com/reports/challenger-banks-in-north-america-19554
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Mar 8, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    North America, Global
    Variables measured
    Market Size
    Description

    The North American challenger bank market, valued at approximately $10 billion in 2025, is experiencing robust growth, projected to expand at a Compound Annual Growth Rate (CAGR) of 9.12% from 2025 to 2033. This surge is fueled by several key factors. Increased consumer demand for digital-first banking solutions, coupled with dissatisfaction with traditional banking fees and processes, is driving significant adoption. The rise of mobile banking and innovative financial products like personalized budgeting tools and early direct deposit access offered by challenger banks are key differentiators. Furthermore, fintech advancements are enabling these banks to offer a seamless and user-friendly experience, catering to a tech-savvy demographic. Competition is fierce, however, with established players continuously upgrading their digital offerings. Regulatory hurdles and the need for robust cybersecurity measures also pose challenges to the sector's growth trajectory. Despite these challenges, the market shows strong potential for continued expansion. The segment exhibiting the fastest growth is likely mobile banking, driven by the increasing penetration of smartphones and the convenience it offers. While the personal banking segment currently holds a larger market share, the business banking segment is projected to witness significant growth as challenger banks tailor their services to meet the specific needs of small and medium-sized enterprises (SMEs). Companies like Chime, Varo, and others are at the forefront of innovation, continually refining their offerings to maintain a competitive edge. Geographical expansion within North America, particularly targeting underserved communities, is also a crucial strategy for future success in this dynamic and rapidly evolving market. This in-depth report provides a comprehensive analysis of the North American challenger banking landscape, covering the period from 2019 to 2033. We delve into the market's dynamics, growth drivers, and future prospects, offering invaluable insights for investors, industry stakeholders, and anyone seeking to understand this rapidly evolving sector. The report leverages extensive data analysis, encompassing key performance indicators (KPIs) and market trends to offer a clear and actionable perspective on the future of challenger banks. This study employs a robust forecasting methodology, utilizing a base year of 2025 and an estimated year of 2025, with a forecast period extending to 2033 and a historical period covering 2019-2024. The market size is measured in millions of USD. High-search volume keywords: Challenger banks North America, neobanks, digital banking, mobile banking, fintech, financial technology, banking trends, payment apps, savings accounts, checking accounts, loans, investment apps, financial services, market analysis, market forecast, industry trends, M&A activity Recent developments include: March 2023: US challenger Varo Bank is reportedly raising USD 50 million at a USD 1.8 billion valuation, a 28% decline in value since its last fundraising. The firm was valued at USD 2.5 billion in September 2021 after raising USD 510 million in a Series E funding round led by Lone Pine Capital., October 2022: Aspiration launched its first credit card, the Aspiration Zero Credit Card. This new card earns cash back on every purchase but ultimately serves a much greater purpose than that.. Notable trends are: Convenience Offered to Consumers Drives The Market.

  13. r

    Indian Journal of Finance and Banking FAQ - ResearchHelpDesk

    • researchhelpdesk.org
    Updated Jun 10, 2022
    + more versions
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    Research Help Desk (2022). Indian Journal of Finance and Banking FAQ - ResearchHelpDesk [Dataset]. https://www.researchhelpdesk.org/journal/faq/519/indian-journal-of-finance-and-banking
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    Dataset updated
    Jun 10, 2022
    Dataset authored and provided by
    Research Help Desk
    Description

    Indian Journal of Finance and Banking FAQ - ResearchHelpDesk - Indian Journal of Finance and Banking (IJFB) is an international, double-blind peer-reviewed, scholarly open access journal on the financial market, instruments, policy, and management research published both online and print by CRIBFB. Aims & Scope The subject areas include, but are not limited to the following fields: Insurance Uncertainty Portfolio Theory Asset Pricing Futures Markets Investment Policy Agency Theory Risk Management Banking Systems Computational Finance Behavioral Finance Financial Econometrics Corporate Governance Credit and Market Risk Advanced Stochastic Methods Financial Intermediation Public Finance Management Financial Regulation and Policy Fiscal Markets and Instruments Financial Derivatives Research Financial Instruments for Risk Management Statistical and Empirical Financial Studies Asset-Liability Management Bank Assurance Banking Crises Derivatives and Structured Financial Products Efficiency and Performance of Financial Institutions and Bank Branches Financing Decisions of Banks Investment Banking Management of Financial Institutions Technological Progress and Banking Foreign Exchange Management Conventional Vs. Non-Conventional Banking Internet Banking Mobile Banking Retail Banking E-Banking CSR of Bank SMEs Banking Bankruptcy Prediction and Determinants Corporate Finance International Finance Rural Finance Fixed Income Securities Alternative Investments Portfolio and Security Analysis Time Value of Money Credit Risk Modelling and Management Financial Engineering Foreign Exchange Markets Law and Finance Mergers and Acquisitions Mutual Funds Management Portfolio Management Regulations of Financial Markets Venture Capital Microcredit Valuation Risk and Return Liquidity Management Foreign Direct Investment Financial Accounting Financial Statement Analysis Microeconomics Econometrics models Macroeconomics Information in Relation to Finance, Banking, and Business, etc. Indian Journal of Finance and Banking currently has an acceptance rate of 25%. The average time between submission and final decision is 20 days and the average time between acceptance and publication is 30 days.

  14. d

    Banks – Assets

    • data.gov.au
    • data.wu.ac.at
    xls
    Updated Aug 11, 2023
    + more versions
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    Reserve Bank of Australia (2023). Banks – Assets [Dataset]. https://data.gov.au/data/dataset/banks-assets
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    xls(236544)Available download formats
    Dataset updated
    Aug 11, 2023
    Dataset authored and provided by
    Reserve Bank of Australia
    License

    Attribution 3.0 (CC BY 3.0)https://creativecommons.org/licenses/by/3.0/
    License information was derived automatically

    Description

    These data are derived from returns submitted to the Australian Prudential Regulation Authority (APRA) by banks authorised under the Banking Act 1959. APRA assumed responsibility for the supervision and regulation of banks on 1 July 1998. Data prior to that date were submitted to the RBA.

    Up to and including June 2000, data are averages of weekly (Wednesday) figures. From July 2000, data are for the last business day of every month. Up to and including March 2002, banks submitted Form D (Statement of Liabilities and Assets on the Australian Books). In March 2002, APRA implemented new reporting forms for banks. The data, dating from April 2002, are derived from ARF 320.0 Statement of Financial Position (Domestic Books).

    ARF 320.0 covers the domestic books of the licensed bank and is an unconsolidated report of the Australian bank’s operations/transactions that are booked or recorded inside Australia (with Australian residents and non-residents). ARF 320.0 does not consolidate Australian and offshore-controlled entities (thus offshore branches of the Australian bank are excluded). ARF 320.0 includes transactions of Australian-based offshore banking units of the licensed ADI but excludes transactions of overseas-based offshore banking units.

    An Australian ‘resident’ is any individual, business or other organisation domiciled in Australia. Australian branches and subsidiaries of foreign businesses are regarded as Australian residents. A ‘non-resident’ is any individual, business or other organisation domiciled overseas. Foreign branches and subsidiaries of Australian businesses are regarded as non-residents.

    ‘Resident assets – notes and coins, and deposits due from RBA’ includes: Australian and foreign currency notes and coins; settlement account balances with the RBA and any other central bank; and any other funds held at the RBA.

    ‘Resident assets – bills receivables’ refers to assets arising from undertakings by customers to pay bills of exchange drawn by the banks. From April 2002, this item includes Australian dollar- and foreign currency-denominated (AUD equivalent) bill receivables. Prior to that date, foreign currency-denominated (AUD equivalent) bill receivables are included in ‘resident assets – other assets’.

    ‘Resident assets – loans and advances – residential’ include: owner-occupied and investment housing loans. ‘Resident assets – loans and advances – personal’ include: revolving credit; credit cards; personal lease financing; and other personal term loans. ‘Resident assets – loans and advances – commercial’ include: loans to community service organisations and non-profit institutions; loans to non-financial corporations; loans to general government; and loans to financial corporations. The loans and advances data are net of specific provisions for bad and doubtful debts, but gross of general provisions for bad and doubtful debts. Loans and advances exclude: bills of exchange, commercial paper, promissory notes, certificates of deposit, and some other debt securities. From April 2002, loans and advances refer to Australian dollar- and foreign currency-denominated (AUD equivalent) loans and advances. Prior to that date, foreign currency-denominated (AUD equivalent) loans and advances are included in ‘resident assets – other assets’.

    ‘Resident assets – other assets’ refers to all other resident assets not included in the above items. Prior to April 2002, this item includes: shares; bullion; past-due bills; accounts receivable; prepayments made; public sector securities; and all other resident assets other than accrued interest not yet receivable and intangible assets. From April 2002, this item includes: cash and liquid assets other than notes and coins and deposits due from RBA; trading and investment securities; fixed assets; intangible assets; other investments and all other assets not reported above. Note that, from April 2002, this item also includes unrealised gains on trading derivatives – prior to that date, these were excluded.

    ‘Resident assets – total’ refers to total assets on the Australian books of banks that are due from residents, and is the sum of the above items. ‘Resident assets – of which: denominated in foreign currency’ refers to the Australian dollar equivalent of ‘resident assets – total’ on the Australian books of banks that are denominated in foreign currency.

    ‘Non-resident assets – total’ refers to total assets on the Australian books of banks that are due from non-residents, though from April 2002, this series excludes the total amount due from banks’ overseas operations, which have been separately identified on the new reporting form. ‘Non-resident assets – of which: denominated in foreign currency’ refers to the Australian dollar equivalent of ‘non-resident assets – total’ on the Australian books of banks that are denominated in foreign currency.

    ‘Total assets’ is the sum of ‘resident assets – total’ and ‘non-resident assets – total’. From April 2002, this item also includes the ‘amount due from overseas operations’, which is identified separately from ‘resident assets – total’ and ‘non-resident assets – total’. The ‘amount due from overseas operations’ refers to domestic book on-balance sheet assets due from overseas operations of banks which have not been included in the above items.

  15. Investment Banking & Securities Intermediation in the US

    • ibisworld.com
    Updated Feb 15, 2025
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    IBISWorld (2025). Investment Banking & Securities Intermediation in the US [Dataset]. https://www.ibisworld.com/united-states/number-of-businesses/investment-banking-securities-intermediation/1318/
    Explore at:
    Dataset updated
    Feb 15, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2004 - 2031
    Area covered
    United States
    Description

    Number of Businesses statistics on the Investment Banking & Securities Intermediation industry in United States

  16. Bridge Financing Services Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Jan 7, 2025
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    Dataintelo (2025). Bridge Financing Services Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/bridge-financing-services-market
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    pptx, pdf, csvAvailable download formats
    Dataset updated
    Jan 7, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Bridge Financing Services Market Outlook



    The global bridge financing services market size is projected to grow from USD 24 billion in 2023 to an estimated USD 36.5 billion by 2032, registering a Compound Annual Growth Rate (CAGR) of 4.5%. This growth is largely driven by the increasing demand for short-term financing solutions among businesses and individuals amidst economic uncertainties and fluctuating real estate markets.



    One of the primary growth factors for the bridge financing services market is the rising need for short-term capital by businesses and real estate developers to bridge gaps between permanent financing or to facilitate immediate opportunities. Economic uncertainties and market volatilities often create situations where businesses require quick and flexible financing options, making bridge loans an attractive solution. This demand is further amplified by the stringent lending criteria imposed by traditional financial institutions, pushing businesses and developers to seek alternative funding sources.



    Another significant factor driving the market is the increasing complexity and length of traditional loan approval processes. The time-sensitive nature of certain business opportunities necessitates access to rapid funding, which bridge financing aptly provides. Furthermore, the real estate sector, particularly in urban areas with high property turnover rates, frequently relies on bridge loans to secure new properties while awaiting the sale of existing assets. This trend is especially prevalent among real estate developers who need immediate capital to continue operations or invest in new projects.



    The growth of the bridge financing market is also supported by the evolving financial technology (FinTech) landscape. FinTech companies are leveraging technology to streamline the loan approval and disbursement processes, making bridge financing more accessible and attractive to a broader range of customers. These innovations include automated underwriting processes, digital platforms for loan applications, and enhanced risk assessment tools, all of which contribute to a more efficient and user-friendly bridge financing experience.



    Investment Banking plays a crucial role in the bridge financing services market by facilitating large-scale transactions and providing strategic advisory services. These financial institutions help businesses and developers navigate complex financial landscapes, offering expertise in mergers, acquisitions, and capital raising. Investment banks often act as intermediaries, connecting borrowers with potential investors and ensuring that bridge financing deals are structured to meet the specific needs of their clients. Their involvement not only enhances the credibility of bridge financing arrangements but also provides borrowers with access to a wider network of financial resources and opportunities.



    Regionally, North America dominates the bridge financing market due to its robust real estate sector and the prevalence of innovative financial solutions. The Asia Pacific region follows closely behind, driven by rapid urbanization and the growing need for flexible financing solutions in emerging economies. Meanwhile, Europe is witnessing steady growth as stricter banking regulations and prolonged economic uncertainties push businesses and individuals towards alternative financing options. The Middle East & Africa and Latin America also show potential for growth, albeit at a slower pace, due to their developing financial infrastructures and increasing foreign investments.



    Type Analysis



    Bridge financing services can be broadly categorized into closed bridge financing and open bridge financing. Closed bridge financing refers to loans that are contingent upon a specific exit strategy, such as the sale of a property or securing long-term financing. This type of financing is commonly used by real estate developers and businesses with clear, defined short-term financial needs. The certainty of an exit strategy often makes closed bridge loans easier to secure and less risky for lenders, which can result in more favorable terms for borrowers.



    On the other hand, open bridge financing does not have a predetermined exit strategy, offering greater flexibility to borrowers but also posing higher risks to lenders. This type of financing is suitable for individuals or businesses that require immediate capital but do not have a clear plan for repayment. The flexibility of open bri

  17. Deutsche Bank net revenue of investment banking division 2018-2024

    • statista.com
    Updated Mar 20, 2025
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    Statista (2025). Deutsche Bank net revenue of investment banking division 2018-2024 [Dataset]. https://www.statista.com/statistics/1279009/investment-banking-net-revenue-of-deutsche-bank/
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    Dataset updated
    Mar 20, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Germany, Worldwide
    Description

    The net revenues from Deutsche Bank's investment banking segment in 2024 exceeded 10 billion euros, which was a notable increase compared to the previous year. Revenues generated in this segment were the highest among all business segments.

  18. C

    Chad TD: Firms using Banks to Finance Investment: % of Firms

    • dr.ceicdata.com
    • ceicdata.com
    Updated Jun 5, 2025
    + more versions
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    CEICdata.com (2025). Chad TD: Firms using Banks to Finance Investment: % of Firms [Dataset]. https://www.dr.ceicdata.com/en/chad/company-statistics/td-firms-using-banks-to-finance-investment--of-firms
    Explore at:
    Dataset updated
    Jun 5, 2025
    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2009 - Dec 1, 2023
    Area covered
    Chad
    Variables measured
    Enterprises Statistics
    Description

    Chad TD: Firms using Banks to Finance Investment: % of Firms data was reported at 0.000 % in 2023. This records a decrease from the previous number of 7.300 % for 2018. Chad TD: Firms using Banks to Finance Investment: % of Firms data is updated yearly, averaging 4.200 % from Dec 2009 (Median) to 2023, with 3 observations. The data reached an all-time high of 7.300 % in 2018 and a record low of 0.000 % in 2023. Chad TD: Firms using Banks to Finance Investment: % of Firms data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s Chad – Table TD.World Bank.WDI: Company Statistics. Firms using banks to finance investment are the percentage of firms using banks to finance investments.;World Bank, Enterprise Surveys (http://www.enterprisesurveys.org/).;Unweighted average;

  19. b

    JPMorgan Chase & Co. Overview

    • bullfincher.io
    + more versions
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    Bullfincher, JPMorgan Chase & Co. Overview [Dataset]. https://bullfincher.io/companies/jpmorgan-chase-co/overview
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    Dataset authored and provided by
    Bullfincher
    License

    https://bullfincher.io/privacy-policyhttps://bullfincher.io/privacy-policy

    Description

    JPMorgan Chase & Co. operates as a financial services company worldwide. It operates through four segments: Consumer & Community Banking (CCB), Corporate & Investment Bank (CIB), Commercial Banking (CB), and Asset & Wealth Management (AWM). The CCB segment offers s deposit, investment and lending products, payments, and services to consumers; lending, deposit, and cash management and payment solutions to small businesses; mortgage origination and servicing activities; residential mortgages and home equity loans; and credit card, auto loan, and leasing services. The CIB segment provides investment banking products and services, including corporate strategy and structure advisory, and equity and debt markets capital-raising services, as well as loan origination and syndication; payments and cross-border financing; and cash and derivative instruments, risk management solutions, prime brokerage, and research. This segment also offers securities services, including custody, fund accounting and administration, and securities lending products for asset managers, insurance companies, and public and private investment funds. The CB segment provides financial solutions, including lending, payments, investment banking, and asset management to small business, large and midsized companies, local governments, and nonprofit clients; and commercial real estate banking services to investors, developers, and owners of multifamily, office, retail, industrial, and affordable housing properties. The AWM segment offers multi-asset investment management solutions in equities, fixed income, alternatives, and money market funds to institutional clients and retail investors; and retirement products and services, brokerage, custody, trusts and estates, loans, mortgages, deposits, and investment management products. The company also provides ATM, online and mobile, and telephone banking services. JPMorgan Chase & Co. was founded in 1799 and is headquartered in New York, New York.

  20. Investment Banking and Securities Brokerage in Australia

    • ibisworld.com
    Updated Jan 1, 2025
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    IBISWorld (2025). Investment Banking and Securities Brokerage in Australia [Dataset]. https://www.ibisworld.com/australia/number-of-businesses/investment-banking-and-securities-brokerage/1820/
    Explore at:
    Dataset updated
    Jan 1, 2025
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2008 - 2031
    Area covered
    Australia
    Description

    Number of Businesses statistics on the Investment Banking and Securities Brokerage industry in Australia

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IBISWorld (2025). Investment Banking & Securities Intermediation in the US - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/united-states/market-research-reports/investment-banking-securities-intermediation-industry/
Organization logo

Investment Banking & Securities Intermediation in the US - Market Research Report (2015-2030)

Explore at:
Dataset updated
Feb 15, 2025
Dataset authored and provided by
IBISWorld
License

https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

Time period covered
2015 - 2030
Area covered
United States
Description

Strong returns in various financial markets and increased trading volumes have benefited businesses in the industry. Companies provide underwriting, brokering and market-making services for different financial instruments, including bonds, stocks and derivatives. Businesses benefited from improving macroeconomic conditions despite high inflationary economic environment. However, in 2024, the Fed slashed interest rates as inflationary pressures eased , limiting interest income from fixed-income securities for the industry. The Fed seeks to further cut interest rates but will monitor inflation, employment, the effects of tariffs and other economic factors before making further rate cut decisions. Overall, revenue has been growing at a CAGR of 7.0% over the past five years and is expected to total $456.6 billion in 2025, with revenue expected to decline 0.9% in the same year. In addition, industry profit is expected to climb to 13.0% over the five years to 2025. While many industries struggled at the onset of the period due to economic disruptions due to the pandemic and supply chain issues, businesses benefited from the volatility. Primarily, companies have benefited from increased trading activity on behalf of their clients due to fluctuations in asset prices. This has led to higher trade execution fees for firms at the onset of the period. Similarly, debt underwriting increased as many businesses have turned to investment bankers to help raise cash for various ventures. Also, improved scalability of operations, especially regarding trading services conducted by securities intermediates, has helped increase industry profits. Structural changes have forced the industry's smaller businesses to evolve. Because competing in trading services requires massive investments in technology and compliance, boutique investment banks have alternatively focused on advising in merger and acquisition (M&A) activity. Boutique investment banks' total share of M&A revenue is forecast to grow through the end of 2030. Furthermore, the industry will benefit from improved macroeconomic conditions as inflationary pressures are expected to ease. This will help asset values rise and interest rate levels to be cut, thus allowing operators to generate more from equity underwriting and lending activities. Overall, revenue is forecast to grow at a CAGR of 2.2% to $507.9 billion over the five years to 2030.

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