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Research Quality and Data
         Reliability
 -B.V.Raghunandan, SVS College, Bantwal




Post-Graduate Department of Economics,
     St.Aloysius College, Mangalore
             August 2, 2012
Research
• Advancement of Discipline
• Relation between Variables
• Basis for Policy Framing
• Initially, divorced from market and
  commercialisation
• Soundly entrenched in Philosophy
• Product of Thinking rather than a
  product emerging from Laboratory
Trend-Changers

• Invention of a
  Laboratory
• Structured Research
• Topical Research
• Too many Assumptions
• Marketable Research
• Irrelevant Study
• Vested Interests
Emergence of Statistics




• By the Turn of Twentieth Century
• Averages, Dispersion, Correlation and Regression and their
  removal from Reality
• Correlation and Causation Differentiated Initially, but are
  treated the Same Now
• Sample was regarded with suspicion initially, but now only
  samples are used
• Convenience Sample
Exponential Growth of Statistics
• Every Discipline Adopted It
• Sample Surveys became the
  Order of the Day
• Convenience Sample Became
  Dominant
• Governments’ Information
  Needs
• Usage of Computers increased
  the Capacity of Data
  Processing
• Research by Pharmaceutical
  Companies
• More Precautions in
  Healthcare and Clean
  Surrounding
Forecasting & Risk Management
• Probability used for
  Forecasting
• Standard Deviation and
  Beta came to be used
  to Measure the level of
  Risk
• Usage of Derivatives for
  Risk Management
Aftermath
• Human Judgement
  Sidelined
• Holistic Approach became
  Rare
• Creation of Unnecessary
  Alarms
• Predictions Became
  Meaningless
• Fear became Predominant
• Medicines became Complex
• Natural Immunity is lost
• Unnecessary and Unwanted
  Information
Dangers




• People Started Dying out of Medicines and Treatment Rather Than
  Due to The Ailment
• A Totally Artificial Life
• Unrealistic Benchmarks of Development
• Man became a Bigger Parasite
• Information Did not Lead to Knowledge
• Man has Become a Contradiction of Nature
• Research Aimed at Enslavement People
• Band Wagon Mentality
Contribution of Market
        • Commodities Market lead to
          Incurable Inflation
        • Stock Market Caused Bankruptcy
          of Individuals, Companies and
          Governments
        • Popularising Unnecessary Goods
          and Services
        • Introduction of Harmful Products
        • Usage of Undesirable Process of
          Production
        • Highly Dangerous Preservatives
          and Raw Materials
        • Cost and Profit have Priority over
          the Customers
        • Hedonistic Culture
Perversions of Society




•   People Living in a Reported World
•   People Losing Sense of Right and Wrong
•   Confusion due to Support for Contradictory Principles
•   Universal Presence of Prejudiced Data
•   Inability to Understand the Completeness of the Data
•   Giving Research Tag to Statistical Surveys
Questioning the Theories
• In 1973, ‘A Random Walk
  Down Wall Street’ by Burton
  G. Malkiel
• “Developments in the
  market are at random and
  unpredictable”
• “It is impossible to
  outperform the market
  without assuming additional
  risk”
• “past can not be a guide to
  the future”
Black Swan of Nassim Nicholas Taleb
               • error of comparing real-
                 world randomness with the
                 "structured randomness”
               • Impossibility of possessing
                 all the information
               • Small unknown variations
                 in data can have a major
                 impact
               • Flawed theories based on
                 empirical data that is
                 insufficient
Reinventing Research & Data




•   Question the Premises
•   Comparison of Forecasting and Actuals
•   Determining the Validity of Gregorian Calendar
•   Questioning the Length of Period of Study
•   Study Abandoned in Case of Availability of Insufficient Data
•   Holistic Approach
•   Reducing the Importance of Samples
Accountability of Research Institutes
• Publishing Failure in Prediction
• Maintaining a Track Record of Failures
• Determining the Percentage of Failure on which the
  Model Has to be Changed
• Public Knowledge of Methodology Used
• Penalty for Vested Interest Findings
• Penalty for Avoidable Doomsday Prediction
Thank You

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Research quality & data reliability b.v.raghunandan

  • 1. Research Quality and Data Reliability -B.V.Raghunandan, SVS College, Bantwal Post-Graduate Department of Economics, St.Aloysius College, Mangalore August 2, 2012
  • 2. Research • Advancement of Discipline • Relation between Variables • Basis for Policy Framing • Initially, divorced from market and commercialisation • Soundly entrenched in Philosophy • Product of Thinking rather than a product emerging from Laboratory
  • 3. Trend-Changers • Invention of a Laboratory • Structured Research • Topical Research • Too many Assumptions • Marketable Research • Irrelevant Study • Vested Interests
  • 4. Emergence of Statistics • By the Turn of Twentieth Century • Averages, Dispersion, Correlation and Regression and their removal from Reality • Correlation and Causation Differentiated Initially, but are treated the Same Now • Sample was regarded with suspicion initially, but now only samples are used • Convenience Sample
  • 5. Exponential Growth of Statistics • Every Discipline Adopted It • Sample Surveys became the Order of the Day • Convenience Sample Became Dominant • Governments’ Information Needs • Usage of Computers increased the Capacity of Data Processing • Research by Pharmaceutical Companies • More Precautions in Healthcare and Clean Surrounding
  • 6. Forecasting & Risk Management • Probability used for Forecasting • Standard Deviation and Beta came to be used to Measure the level of Risk • Usage of Derivatives for Risk Management
  • 7. Aftermath • Human Judgement Sidelined • Holistic Approach became Rare • Creation of Unnecessary Alarms • Predictions Became Meaningless • Fear became Predominant • Medicines became Complex • Natural Immunity is lost • Unnecessary and Unwanted Information
  • 8. Dangers • People Started Dying out of Medicines and Treatment Rather Than Due to The Ailment • A Totally Artificial Life • Unrealistic Benchmarks of Development • Man became a Bigger Parasite • Information Did not Lead to Knowledge • Man has Become a Contradiction of Nature • Research Aimed at Enslavement People • Band Wagon Mentality
  • 9. Contribution of Market • Commodities Market lead to Incurable Inflation • Stock Market Caused Bankruptcy of Individuals, Companies and Governments • Popularising Unnecessary Goods and Services • Introduction of Harmful Products • Usage of Undesirable Process of Production • Highly Dangerous Preservatives and Raw Materials • Cost and Profit have Priority over the Customers • Hedonistic Culture
  • 10. Perversions of Society • People Living in a Reported World • People Losing Sense of Right and Wrong • Confusion due to Support for Contradictory Principles • Universal Presence of Prejudiced Data • Inability to Understand the Completeness of the Data • Giving Research Tag to Statistical Surveys
  • 11. Questioning the Theories • In 1973, ‘A Random Walk Down Wall Street’ by Burton G. Malkiel • “Developments in the market are at random and unpredictable” • “It is impossible to outperform the market without assuming additional risk” • “past can not be a guide to the future”
  • 12. Black Swan of Nassim Nicholas Taleb • error of comparing real- world randomness with the "structured randomness” • Impossibility of possessing all the information • Small unknown variations in data can have a major impact • Flawed theories based on empirical data that is insufficient
  • 13. Reinventing Research & Data • Question the Premises • Comparison of Forecasting and Actuals • Determining the Validity of Gregorian Calendar • Questioning the Length of Period of Study • Study Abandoned in Case of Availability of Insufficient Data • Holistic Approach • Reducing the Importance of Samples
  • 14. Accountability of Research Institutes • Publishing Failure in Prediction • Maintaining a Track Record of Failures • Determining the Percentage of Failure on which the Model Has to be Changed • Public Knowledge of Methodology Used • Penalty for Vested Interest Findings • Penalty for Avoidable Doomsday Prediction