{
  "title": "Quantitative Assessment of the Financial Sector: An Integrated Approach",
  "publication": "IMF Working Papers, August 1, 2004",
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  "summary": "This paper suggests a strategy designed to make best use of the available quantitative techniques of financial sector assessment.",
  "sections": [
    {
      "heading": "Summary",
      "content": "- Proposes a strategy to make best use of available quantitative techniques of financial sector assessment.\n- Emphasizes that quantitative assessment should be complemented by qualitative assessment, including reviews of relevant standards and codes.\n- Notes that it will seldom be possible to employ every technique, but a wider range of methodologies increases insight into strengths and vulnerabilities of the financial sector."
    },
    {
      "heading": "Methodological components (enumerated techniques)",
      "content": "- Early warning systems\n- Financial sector forecasts\n- Stress tests for systemically important financial institutions\n- Interbank contagion analysis\n- Corporate and household financial indicators\n- Qualitative assessments, including reviews of relevant standards and codes"
    },
    {
      "heading": "Practical guidance and limitations",
      "content": "- The wider the range of methodologies used, the greater the potential insight into financial sector strengths and vulnerabilities.\n- It will seldom be possible to employ every one of the listed techniques in practice.\n- Quantitative assessment is always complemented by qualitative assessment."
    },
    {
      "heading": "Policy implications and recommendations",
      "content": "- Use an integrated approach combining multiple quantitative techniques to improve detection of financial system risk and weakness.\n- Complement quantitative tools with qualitative reviews (standards and codes) to form a more complete assessment of financial sector stability.\n- Tailor the selection of techniques to available data, institutional capacity, and the specific vulnerabilities of the financial sector being assessed."
    },
    {
      "heading": "Subjects and keywords (topic mapping)",
      "content": "- Subjects: Banking; Economic sectors; Financial sector; Financial Sector Assessment Program; Financial sector policy and analysis; Financial sector stability; Financial soundness indicators; Stress testing\n- Keywords: balance sheet adjustment; BIS volume; credit quality; discriminant analysis; early warning systems; exchange rate crisis; Financial assessment; financial indicators; financial institution; financial institution failure; financial institution forecast; Financial sector; Financial Sector Assessment Program; Financial sector stability; Financial soundness indicators; financial system analysis; financial system risk; financial system weakness; forecast balance sheet variable; Global; interest rate change; macroeconomic forecast; macroeconomic model; profit and loss; Stress testing; WP\n\nRupert D Worrell. Quantitative Assessment of the Financial Sector: An Integrated Approach, August 1, 2004.\n\n---\n\n Content in this bundle\n\n- wp04153 - References\n  - wp04153 - References (Markdown version){rel=\"alternate\" type=\"text/markdown\"}\n  - wp04153 - References (PDF){rel=\"external\" type=\"application/pdf\"}\n\n---\n\nSource: https://www.imf.org/en/publications/wp/issues/2016/12/31/quantitative-assessment-of-the-financial-sector-an-integrated-approach-17572"
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    "Authors: Rupert D Worrell",
    "Published: August 1, 2004",
    "Series: IMF Working Papers",
    "DOI: https://doi.org/10.5089/9781451857184.001",
    "Proposes a strategy to make best use of available quantitative techniques of financial sector assessment.",
    "Emphasizes that quantitative assessment should be complemented by qualitative assessment, including reviews of relevant standards and codes.",
    "Notes that it will seldom be possible to employ every technique, but a wider range of methodologies increases insight into strengths and vulnerabilities of the financial sector.",
    "Early warning systems",
    "Financial sector forecasts",
    "Stress tests for systemically important financial institutions",
    "Interbank contagion analysis",
    "Corporate and household financial indicators",
    "Qualitative assessments, including reviews of relevant standards and codes",
    "The wider the range of methodologies used, the greater the potential insight into financial sector strengths and vulnerabilities.",
    "It will seldom be possible to employ every one of the listed techniques in practice.",
    "Quantitative assessment is always complemented by qualitative assessment.",
    "Use an integrated approach combining multiple quantitative techniques to improve detection of financial system risk and weakness.",
    "Complement quantitative tools with qualitative reviews (standards and codes) to form a more complete assessment of financial sector stability.",
    "Tailor the selection of techniques to available data, institutional capacity, and the specific vulnerabilities of the financial sector being assessed.",
    "Subjects: Banking; Economic sectors; Financial sector; Financial Sector Assessment Program; Financial sector policy and analysis; Financial sector stability; Financial soundness indicators; Stress testing",
    "Keywords: balance sheet adjustment; BIS volume; credit quality; discriminant analysis; early warning systems; exchange rate crisis; Financial assessment; financial indicators; financial institution; financial institution failure; financial institution forecast; Financial sector; Financial Sector Assessment Program; Financial sector stability; Financial soundness indicators; financial system analysis; financial system risk; financial system weakness; forecast balance sheet variable; Global; interest rate change; macroeconomic forecast; macroeconomic model; profit and loss; Stress testing; WP",
    "**_wp04153 - References**"
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