100+ datasets found
  1. Student debt from all sources, by province of study and level of study

    • www150.statcan.gc.ca
    • datasets.ai
    • +1more
    Updated Mar 22, 2024
    + more versions
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    Government of Canada, Statistics Canada (2024). Student debt from all sources, by province of study and level of study [Dataset]. http://doi.org/10.25318/3710003601-eng
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    Dataset updated
    Mar 22, 2024
    Dataset provided by
    Statistics Canadahttps://statcan.gc.ca/en
    Area covered
    Canada
    Description

    Statistics on student debt, including the average debt at graduation, the percentage of graduates who owed large debt at graduation and the percentage of graduates with debt who had paid it off at the time of the interview, are presented by the province of study and the level of study. Estimates are available at five-year intervals.

  2. Average student loan debt balances in the U.S. 2024, by generation

    • statista.com
    Updated Nov 29, 2025
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    Statista (2025). Average student loan debt balances in the U.S. 2024, by generation [Dataset]. https://www.statista.com/statistics/1176727/share-student-loan-debt-generation-usa/
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    Dataset updated
    Nov 29, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Mar 2024
    Area covered
    United States
    Description

    In 2024, Generation Z in the United States had an average of roughly ****** U.S. dollars in student loan debt. By contrast, Generation X had the highest student loan debt, amounting to approximately ****** U.S. dollars. The value of outstanding student loans has been consistently rising over the past few decades.

  3. Average student loan debt in the UK 2000-2025

    • statista.com
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    Statista, Average student loan debt in the UK 2000-2025 [Dataset]. https://www.statista.com/statistics/376423/uk-student-loan-debt/
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    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    1999 - 2025
    Area covered
    United Kingdom
    Description

    In 2025, students graduating from English universities will have incurred an average of 53,000 British pounds of student loan debt, compared with 39,000 pounds in Wales, 28,000 pounds in Northern Ireland, and around 18,000 pounds in Scotland.

  4. y

    US Student Loan Debt

    • ycharts.com
    html
    Updated Nov 6, 2025
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    Federal Reserve Bank of New York (2025). US Student Loan Debt [Dataset]. https://ycharts.com/indicators/us_student_loan_debt
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    htmlAvailable download formats
    Dataset updated
    Nov 6, 2025
    Dataset provided by
    YCharts
    Authors
    Federal Reserve Bank of New York
    License

    https://www.ycharts.com/termshttps://www.ycharts.com/terms

    Time period covered
    Mar 31, 2003 - Sep 30, 2025
    Area covered
    United States
    Variables measured
    US Student Loan Debt
    Description

    View quarterly updates and historical trends for US Student Loan Debt. from United States. Source: Federal Reserve Bank of New York. Track economic data w…

  5. Value of outstanding student loans U.S. 2006-2024

    • statista.com
    Updated Jun 23, 2025
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    Statista (2025). Value of outstanding student loans U.S. 2006-2024 [Dataset]. https://www.statista.com/statistics/1077038/value-outstanding-student-loans-us/
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    Dataset updated
    Jun 23, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    The value of outstanding student loans in the United States has ballooned since the first quarter of 2006. As of the fourth quarter of 2024, American students owed over **** trillion U.S. dollars in student loans. In the first quarter of 2006, this figure stood at ***** billion U.S. dollars.

  6. G

    Percentage of graduates who borrowed from government student loan programs...

    • open.canada.ca
    • www150.statcan.gc.ca
    • +1more
    csv, html, xml
    Updated Mar 22, 2024
    + more versions
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    Statistics Canada (2024). Percentage of graduates who borrowed from government student loan programs and their average debt at graduation [Dataset]. https://open.canada.ca/data/en/dataset/8a6a3f7e-dbca-467c-ad55-8ab6ddc7754b
    Explore at:
    html, xml, csvAvailable download formats
    Dataset updated
    Mar 22, 2024
    Dataset provided by
    Statistics Canada
    License

    Open Government Licence - Canada 2.0https://open.canada.ca/en/open-government-licence-canada
    License information was derived automatically

    Description

    Percentage of graduates who borrowed from government student loan programs and their average debt at graduation, Canada and provinces. This table is included in Section B: Financing education systems of the Pan Canadian Education Indicators Program (PCEIP). PCEIP is an ongoing initiative of the Canadian Education Statistics Council, a partnership between Statistics Canada and the Council of Ministers of Education, Canada that provides a set of statistical measures on education systems in Canada.

  7. Average student loan debt per borrower U.S. 2024, by age group

    • statista.com
    Updated Dec 15, 2024
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    Statista (2024). Average student loan debt per borrower U.S. 2024, by age group [Dataset]. https://www.statista.com/statistics/1448703/average-student-loan-debt-by-age-us/
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    Dataset updated
    Dec 15, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    As of Q4 2024, Americans aged 50 to 61 years had the highest average student loan debt balance among all age groups, averaging ********* U.S. dollars of student debt per borrower. In comparison, Americans who were 24 years and younger had an average student debt balance of ********* U.S. dollars.

  8. Data from: The Evolution of Student Debt 2019–2022: Evidence from the Survey...

    • clevelandfed.org
    Updated Jun 17, 2024
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    Federal Reserve Bank of Cleveland (2024). The Evolution of Student Debt 2019–2022: Evidence from the Survey of Consumer Finances [Dataset]. https://www.clevelandfed.org/publications/economic-commentary/2024/ec-202410-evolution-of-student-debt
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    Dataset updated
    Jun 17, 2024
    Dataset authored and provided by
    Federal Reserve Bank of Clevelandhttps://www.clevelandfed.org/
    Description

    In recent years, economists and policymakers have been interested in the burden of student debt across socioeconomic groups. In this Economic Commentary , we use the two most recent waves of the Survey of Consumer Finances, collected in 2019 and 2022, to study changes in the joint distribution of student debt and two measures of “ability-to-pay,” income and net worth. We find that between 2019 and 2022, both the fraction of families with student debt and real student debt per family were essentially unchanged, and aggregate student debt fell as a fraction of aggregate income and net worth. However, over the same period, the distribution of student debt shifted toward higher-income and wealthier families, with a rise in the average student debt in the highest quintile of both income and net worth. Further, this shift was not driven by changes in the distribution of debtors, but, instead, in the amount of debt per family.

  9. Share of Americans who currently have student debt U.S. 2022, by race and...

    • statista.com
    Updated Jan 15, 2024
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    Statista (2024). Share of Americans who currently have student debt U.S. 2022, by race and gender [Dataset]. https://www.statista.com/statistics/1447731/us-student-loan-debt-by-race-and-gender/
    Explore at:
    Dataset updated
    Jan 15, 2024
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jul 2022
    Area covered
    United States
    Description

    According to a survey conducted in 2022, Black women were the most likely demographic to have student loan debt in the United States, with **** percent of Black women who had attended some college or higher reporting a student loan balance. In comparison, **** percent of Hispanic women and **** percent of White women in the United States with at least some college or higher had student loan debt in 2022.

  10. Value of household debt in the U.S. 2025, by type

    • statista.com
    Updated Nov 29, 2025
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    Statista (2025). Value of household debt in the U.S. 2025, by type [Dataset]. https://www.statista.com/statistics/500814/debt-owned-by-consumers-usa-by-type/
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    Dataset updated
    Nov 29, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    Consumers in the United States had over **** trillion dollars in debt as of the first quarter of 2025. The majority of that debt were home mortgages, amounting to approximately **** trillion U.S. dollars. Student and car loans were the second and third largest component of household debt. Why is consumer debt important? Debt influences the Consumer Sentiment Index, which is an important indicator assessing the state of the U.S. economy. The U.S. housing market is also seen a bellwether of the economic conditions in the country. The housing industry employs a large number of people, and mortgages are large investments that consumers will pay off over the course of years, sometimes decades. Because of this, financial analysts closely watch consumer debt and its effects on the demand for housing. Attitudes towards debt Consumer perception of debt differed, depending on the kind of debt in question. While most saw a home mortgage as a positive investment, they increasingly looked at student loan debt as a negative debt. With education costs increasing, people are incurring more student loan debt in the United States. Credit card debt also had negative connotations.

  11. S

    Student Loans Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 22, 2025
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    Market Report Analytics (2025). Student Loans Market Report [Dataset]. https://www.marketreportanalytics.com/reports/student-loans-market-99455
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    ppt, doc, pdfAvailable download formats
    Dataset updated
    Apr 22, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

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

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

    Explore the booming student loan market projected to reach $XXX million by 2033, with a CAGR of 9.20%. This in-depth analysis covers market drivers, trends, restraints, segmentation (by type, repayment plan, age, and end-user), key players (Earnest, Sallie Mae, etc.), and regional data. Discover insights into the opportunities and challenges within this rapidly growing sector. Recent developments include: October 2023: Discover unveiled its latest national brand campaign, titled "Especially for Everyone," featuring the acclaimed actress Jennifer Coolidge. In a groundbreaking move, Coolidge will take center stage in nationwide advertising efforts, spotlighting Discover's array of benefits and products. Of notable significance, this campaign marks the company's inaugural foray into promoting a deposit product, specifically highlighting Discover's Cashback Debit Checking Account., July 2023: Earnest, a fintech company dedicated to enhancing accessibility and affordability in higher education, joined forces with Nova Credit, a cutting-edge credit bureau with a global reach. Together, they have introduced International Private Student Loans, opening up new opportunities for students around the world to pursue their educational dreams.. Key drivers for this market are: Government Initiatives are Driving the Market, Growing Aspirations for International Education is Driving the Market. Potential restraints include: Government Initiatives are Driving the Market, Growing Aspirations for International Education is Driving the Market. Notable trends are: High Education Costs is Driving the Market.

  12. S

    Student Loans Market Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Jul 9, 2025
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    Archive Market Research (2025). Student Loans Market Report [Dataset]. https://www.archivemarketresearch.com/reports/student-loans-market-863531
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Jul 9, 2025
    Dataset authored and provided by
    Archive Market Research
    License

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

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

    The student loan market is experiencing robust growth, projected to maintain a Compound Annual Growth Rate (CAGR) of 9.20% from 2025 to 2033. While the exact 2025 market size (XX) is unavailable, considering a typical market size for this sector and applying the provided CAGR, a reasonable estimation places the 2025 market value at approximately $200 billion. This significant expansion is driven by several factors. Rising tuition fees at colleges and universities globally necessitate increased borrowing by students, fueling market growth. Furthermore, the increasing availability of diverse loan options, including government-backed loans, private loans, and income-share agreements, caters to a broader spectrum of student needs and risk profiles. Technological advancements, such as online lending platforms and streamlined application processes, also contribute to market expansion. However, challenges persist. Concerns surrounding student loan debt burdens and potential economic downturns impacting repayment rates pose restraints on market growth. Market segmentation varies significantly across the globe based on factors including government policies and economic conditions, with some countries exhibiting stronger growth than others. Key players like Earnest, Juno, Credible, Citizens Bank, Discover, Mpower, Prodigy, Federal Student Aid, Sallie Mae, and College Ave are actively competing within this dynamic market landscape, each employing diverse strategies to capture market share. The forecast period of 2025-2033 indicates continued growth in the student loan market, driven by long-term educational trends and evolving student financing solutions. Despite potential regulatory changes and economic fluctuations, the market's fundamental drivers—the ongoing need for student financing and technological advancements—suggest that the positive growth trajectory is likely to continue, though possibly at a slightly moderated pace in certain regions or economic cycles. The success of individual companies will depend on their ability to adapt to evolving market dynamics, offer competitive pricing, and provide effective customer support, especially in terms of financial literacy and responsible borrowing. Innovative approaches to risk assessment and personalized lending solutions will be critical for future success within the student loan market. Key drivers for this market are: Government Initiatives are Driving the Market, Growing Aspirations for International Education is Driving the Market. Potential restraints include: Government Initiatives are Driving the Market, Growing Aspirations for International Education is Driving the Market. Notable trends are: High Education Costs is Driving the Market.

  13. y

    US Student Loans Delinquent by 90 or More Days

    • ycharts.com
    html
    Updated Nov 6, 2025
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    Federal Reserve Bank of New York (2025). US Student Loans Delinquent by 90 or More Days [Dataset]. https://ycharts.com/indicators/us_student_loans_delinquent_by_90_days
    Explore at:
    htmlAvailable download formats
    Dataset updated
    Nov 6, 2025
    Dataset provided by
    YCharts
    Authors
    Federal Reserve Bank of New York
    License

    https://www.ycharts.com/termshttps://www.ycharts.com/terms

    Time period covered
    Mar 31, 2003 - Sep 30, 2025
    Area covered
    United States
    Variables measured
    US Student Loans Delinquent by 90 or More Days
    Description

    View quarterly updates and historical trends for US Student Loans Delinquent by 90 or More Days. from United States. Source: Federal Reserve Bank of New Y…

  14. Postsecondary graduates who owed money for their education to...

    • www150.statcan.gc.ca
    • open.canada.ca
    Updated Mar 22, 2024
    + more versions
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    Government of Canada, Statistics Canada (2024). Postsecondary graduates who owed money for their education to government-sponsored student loans at graduation, by province of study and level of study [Dataset]. http://doi.org/10.25318/3710003801-eng
    Explore at:
    Dataset updated
    Mar 22, 2024
    Dataset provided by
    Statistics Canadahttps://statcan.gc.ca/en
    Area covered
    Canada
    Description

    Statistics on postsecondary graduates who owed money for their education to government-sponsored student loans at graduation, including the average debt at graduation, the percentage of graduates who owed large debt at graduation and the percentage of debt paid off at the time of the interview, are presented by the province of study and the level of study. Estimates are available at five-year intervals.

  15. Outstanding debt of student loans in the UK 2013-2025

    • statista.com
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    Statista, Outstanding debt of student loans in the UK 2013-2025 [Dataset]. https://www.statista.com/statistics/376411/uk-outstanding-student-loan-debt/
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    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United Kingdom
    Description

    As of 2025, the outstanding student loan debt in the United Kingdom reached over 292 billion British pounds, with the majority of the debt coming from England at 266.6 billion pounds, with student loan debt in Scotland amounting to 9.4 billion, Wales 10.6 billion, and Northern Ireland 5.6 billion.

  16. U

    UK Student Loan Market Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 25, 2025
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    Market Report Analytics (2025). UK Student Loan Market Report [Dataset]. https://www.marketreportanalytics.com/reports/uk-student-loan-market-99677
    Explore at:
    pdf, doc, pptAvailable download formats
    Dataset updated
    Apr 25, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

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

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

    The UK student loan market, a significant segment of the global student loan landscape, is experiencing robust growth fueled by increasing higher education enrollment and evolving government policies. While precise market figures for the UK specifically are unavailable from the provided data, we can infer substantial size based on the global CAGR of 7% and the presence of major UK lenders like HSBC and others listed. The market is segmented by loan type (federal/government, private), repayment plan (standard, graduated, income-based, etc.), age group (under 24, 25-34, over 35), and end-user (graduate, high school, other). Government loan programs, due to their accessibility and affordability, likely dominate the market share. However, the private student loan segment is also witnessing growth, driven by demand for specialized financing and potentially higher borrowing limits than government schemes. Trends like rising tuition fees and the increasing awareness of income-driven repayment plans contribute to market expansion. Conversely, constraints include potential economic downturns that could impact borrower repayment ability and government policy shifts affecting loan availability or terms. The market's future growth will depend on factors such as government funding levels for higher education, economic conditions, and the continued popularity of higher education among young people. Further analysis suggests that the market's regional concentration is largely within the UK, though international students studying in the UK contribute to the overall value. Competition among lenders is intense, encompassing both large established banks and specialized student loan providers. The competitive landscape necessitates innovative product offerings, competitive interest rates, and flexible repayment options to attract and retain borrowers. The sustained growth trajectory indicates a promising outlook for the UK student loan market, with opportunities for further expansion driven by ongoing trends in education and economic factors. Data points to considerable growth potential across all segments. However, careful monitoring of economic indicators and regulatory changes will be crucial for stakeholders to effectively navigate the market's future landscape. Recent developments include: July 2023: Prodigy Finance, a socially responsible FinTech leader in international student loan lending, announced a groundbreaking USD 350 million facility in partnership with Citi, Schroders Capital, and SCIO Capital. This marks the inaugural transaction under Prodigy's innovative multi-issuance special-purpose vehicle structure. The collaborative effort between Prodigy Finance and its funding partners reflects a substantial commitment to providing accessible financial support to ambitious master's students worldwide. To date, Prodigy has disbursed over USD 1.8 billion in postgraduate education loans, supporting more than 35,000 high-potential students from across 100 different countries., March 2023: Following extensive overnight negotiations, HSBC came to the rescue of Silicon Valley Bank's UK branch. HSBC UK has acquired SVB UK for a nominal sum of GBP 1 (USD 1.21) in a transaction that excludes the assets and liabilities of SVB UK's parent company.. Key drivers for this market are: Increasing Demand for Higher Education is Driving the Market, Government Support is Driving the Market. Potential restraints include: Increasing Demand for Higher Education is Driving the Market, Government Support is Driving the Market. Notable trends are: High Tuition Fees is Driving the Market.

  17. i

    Grant Giving Statistics for Wisconsin Coalition on Student Loan Debt Inc.

    • instrumentl.com
    Updated Jul 30, 2024
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    (2024). Grant Giving Statistics for Wisconsin Coalition on Student Loan Debt Inc. [Dataset]. https://www.instrumentl.com/990-report/wisconsin-coalition-on-student-loan-debt-inc
    Explore at:
    Dataset updated
    Jul 30, 2024
    Area covered
    Wisconsin
    Variables measured
    Total Assets, Total Giving, Average Grant Amount
    Description

    Financial overview and grant giving statistics of Wisconsin Coalition on Student Loan Debt Inc.

  18. e

    Student Loans for Higher Education in England

    • data.europa.eu
    html
    Updated Oct 11, 2021
    + more versions
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    Student Loans Company Limited (2021). Student Loans for Higher Education in England [Dataset]. https://data.europa.eu/data/datasets/student_loans_for_higher_education_in_england_
    Explore at:
    htmlAvailable download formats
    Dataset updated
    Oct 11, 2021
    Dataset authored and provided by
    Student Loans Company Limited
    License

    http://reference.data.gov.uk/id/open-government-licencehttp://reference.data.gov.uk/id/open-government-licence

    Area covered
    England
    Description

    Presents statistics on the status of student loans borrowers and the change in debt in the financial year. The borrowers are English domiciles who studied anywhere in the UK or EU students who studied in England.

    Source agency: Student Loans Company

    Designation: National Statistics

    Language: English

    Alternative title: Student Loans for Higher Education in England

  19. Realistic Loan Approval Dataset | US & Canada

    • kaggle.com
    zip
    Updated Nov 1, 2025
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    Parth Patel2130 (2025). Realistic Loan Approval Dataset | US & Canada [Dataset]. https://www.kaggle.com/datasets/parthpatel2130/realistic-loan-approval-dataset-us-and-canada
    Explore at:
    zip(1717268 bytes)Available download formats
    Dataset updated
    Nov 1, 2025
    Authors
    Parth Patel2130
    License

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

    Area covered
    Canada, United States
    Description

    🏦 Synthetic Loan Approval Dataset

    A Realistic, High-Quality Dataset for Credit Risk Modelling

    🎯 Why This Dataset?

    Most loan datasets on Kaggle have unrealistic patterns where:

    1. ❌ Credit scores don't matter
    2. ❌ Approval logic is backwards
    3. ❌ Models learn nonsense patterns

    Unlike most loan datasets available online, this one is built on real banking criteria from US and Canadian financial institutions. Drawing from 3 years of hands-on finance industry experience, the dataset incorporates realistic correlations and business logic that reflect how actual lending decisions are made. This makes it perfect for data scientists looking to build portfolio projects that showcase not just coding ability, but genuine understanding of credit risk modelling.

    📊 Dataset Overview

    MetricValue
    Total Records50,000
    Features20 (customer_id + 18 predictors + 1 target)
    Target Distribution55% Approved, 45% Rejected
    Missing Values0 (Complete dataset)
    Product TypesCredit Card, Personal Loan, Line of Credit
    MarketUnited States & Canada
    Use CaseBinary Classification (Approved/Rejected)

    🔑 Key Features

    Identifier:

    -Customer ID (unique identifier for each application)

    Demographics:

    -Age, Occupation Status, Years Employed

    Financial Profile:

    -Annual Income, Credit Score, Credit History Length -Savings/Assets, Current Debt

    Credit Behaviour:

    -Defaults on File, Delinquencies, Derogatory Marks

    Loan Request:

    -Product Type, Loan Intent, Loan Amount, Interest Rate

    Calculated Ratios:

    -Debt-to-Income, Loan-to-Income, Payment-to-Income

    💡 What Makes This Dataset Special?

    1️⃣ Real-World Approval Logic The dataset implements actual banking criteria: - DTI ratio > 50% = automatic rejection - Defaults on file = instant reject - Credit score bands match real lending thresholds - Employment verification for loans ≥$20K

    2️⃣ Realistic Correlations - Higher income → Better credit scores - Older applicants → Longer credit history - Students → Lower income, special treatment for small loans - Loan intent affects approval (Education best, Debt Consolidation worst)

    3️⃣ Product-Specific Rules - Credit Cards: More lenient, higher limits - Personal Loans: Standard criteria, up to $100K - Line of Credit: Capped at $50K, manual review for high amounts

    4️⃣ Edge Cases Included - Young applicants (age 18) building first credit - Students with thin credit files - Self-employed with variable income - High debt-to-income ratios - Multiple delinquencies

    🎓 Perfect For - Machine Learning Practice: Binary classification with real patterns - Credit Risk Modelling: Learn actual lending criteria - Portfolio Projects: Build impressive, explainable models - Feature Engineering: Rich dataset with meaningful relationships - Business Analytics: Understand financial decision-making

    📈 Quick Stats

    Approval Rates by Product - Credit Card: 60.4% more lenient) - Personal Loan: 46.9 (standard) - Line of Credit: 52.6% (moderate)

    Loan Intent (Best → Worst Approval Odds) 1. Education (63% approved) 2. Personal (58% approved) 3. Medical/Home (52% approved) 4. Business (48% approved) 5. Debt Consolidation (40% approved)

    Credit Score Distribution - Mean: 644 - Range: 300-850 - Realistic bell curve around 600-700

    Income Distribution - Mean: $50,063 - Median: $41,608 - Range: $15K - $250K

    🎯 Expected Model Performance

    With proper feature engineering and tuning: - Accuracy: 75-85% - ROC-AUC: 0.80-0.90 - F1-Score: 0.75-0.85

    Important: Feature importance should show: 1. Credit Score (most important) 2. Debt-to-Income Ratio 3. Delinquencies 4. Loan Amount 5. Income

    If your model shows different patterns, something's wrong!

    🏆 Use Cases & Projects

    Beginner - Binary classification with XGBoost/Random Forest - EDA and visualization practice - Feature importance analysis

    Intermediate - Custom threshold optimization (profit maximization) - Cost-sensitive learning (false positive vs false negative) - Ensemble methods and stacking

    Advanced - Explainable AI (SHAP, LIME) - Fairness analysis across demographics - Production-ready API with FastAPI/Flask - Streamlit deployment with business rules

    ⚠️ Important Notes

    This is SYNTHETIC Data - Generated based on real banking criteria - No real customer data was used - Safe for public sharing and portfolio use

    Limitations - Simplified approval logic (real banks use 100+ factors) - No temporal component (no time series) - Single country/currency assumed (USD) - No external factors (economy, market conditions)

    Educational Purpose This dataset is designed for: - Learning credit risk modeling - Portfolio projects - ML practice - Understanding lending criteria

    NOT for: - Actual lending decisions - Financial advice - Production use without validation

    🤝 Contributing

    Found an issue? Have suggestions? - Open an issue on GitHub - Suggest i...

  20. i

    The State of US Student Debt

    • ibisworld.com
    Updated Jun 29, 2022
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    IBISWorld (2022). The State of US Student Debt [Dataset]. https://www.ibisworld.com/blog/state-of-us-student-debt/1/1126/
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    Dataset updated
    Jun 29, 2022
    Dataset authored and provided by
    IBISWorld
    Time period covered
    Jun 29, 2022
    Description

    How has student debt changed over the past decade? How will interest rates affect it now?

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Government of Canada, Statistics Canada (2024). Student debt from all sources, by province of study and level of study [Dataset]. http://doi.org/10.25318/3710003601-eng
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Student debt from all sources, by province of study and level of study

3710003601

Explore at:
Dataset updated
Mar 22, 2024
Dataset provided by
Statistics Canadahttps://statcan.gc.ca/en
Area covered
Canada
Description

Statistics on student debt, including the average debt at graduation, the percentage of graduates who owed large debt at graduation and the percentage of graduates with debt who had paid it off at the time of the interview, are presented by the province of study and the level of study. Estimates are available at five-year intervals.

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