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Validity and Reliability Dr. Voranuch Wangsuphachart Dept. of Social & Environmental Medicine Faculty of Tropical Medicine Mahodil University 420/6 Rajvithi Road Bangkok 10400, THAILAND E-mail
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1. Know concepts & definition of validity & reliability 2. List importance and impact of validity & reliability 3. Specify strategies to assess validity & reliability 4. List strategies to enhance validity & reliability 5. Describe major types of bias Objective: at the end of lecture, student would be able to:
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1. Validity 2. Reliability Definition and synonyms Important points Accessing validity & reliability Strategies to enhance validity & reliability 3. Major types of bias Contents:
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Medical or epidemiological study, major consideration is to obtain: Valid measurement Reliable measurement on the exposure factors and outcomes of interest in the study population “WITHOUT BIAS and ERRORS” or to minimize them to the least as possible
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To achieve a high standard quality study: Ensure right answers to study questions Good the study design Valid and reliable the measurements. Control for any possible bias Good cooperation between * research group and * study population
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Screening for fasting blood cholesterol profile among people x1x1 x2x2 x3x3 x5x5 x6x6 X 11, x 12, x 13 X 21, x 22, x 23 X 31, x 32, x 33 X 41, x 42, x 43 X 51, x 52, x 53 X 61, x 62, x 63 x4x4
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Screening for fasting blood cholesterol profile among people x1x1 x2x2 x3x3 x5x5 x6x6 x4x4 X 11 X 21 X 31 X 41 X 51 X 61
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Instrument or Research Tool “equipment hard ware” –a red blood cell counter –a PH meter –an electronic weighing machine “paper ware” –a questionnaire –a weekly diet diary “people ware” –observers/investigators –technicians
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How good is the instrument or tool? instrument tool measurement –without bias or error –minimize bias true value truth measurement – valid/accurate – precise/reliable
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What is accuracy & precision? What do you think of first when talking about validity & reliability? What is the different between validity & reliability? Why are validity & reliability important in conducting any medical research - both in laboratory & field setting?
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PRECISION DEFINITION : A precise measurement in one that has nearly the same value each time it is measured SYNONYM reliability repeatability reproducibility consistency agreement
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IMPORTANT POINTS precision depends on: –sample size –efficiency of the study VIP influence on the power of a study precision, reliability and consistency affected by RANDOM ERROR
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ASSESSING PRECISION Using S.D. Variance ( 2 ) Using Coefficient of variation = S.D. X Using Kappa statistic Using Cronbach's alpha
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Strategies for enhancing precision 1. standardizing measurement methods preparing study protocols preparing operations manual writing specific guidelines or instructions for making each measurement serving as basis for describing methods when results are reported
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Strategies for enhancing precision preparing operations manual – write down precisely : - how to prepare environment and subject - how to carry out and record interview - how to calibrate instrument
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Strategies for enhancing precision writing specific guidelines or instructions for making the measurement uniform performance over the duration of study
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Strategies for enhancing precision 2. Training and certifying the observers improving consistency of measurement techniques (several observers) performing pilot study –to test the power of techniques specified in operations manual
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3. Refining the instruments writing or spelling out questionnaires and interviews to increase clarity 4. Automating the instruments using automatic mechanical devices Strategies for enhancing precision
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5. Repeating the measurement impact of random error of any source can be reduced by –repeating measurement –using mean of the two or more readings Strategies for enhancing precision
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ACCURACY DEFINITION : The degree to which the results of a measurement correspond to the true state or truth SYNONYM: validity conformity
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IMPORTANT POINTS accuracy is a function of “SYSTEMATIC RROR” VIP influence on the internal and external validity of the study the greater the systematic error, the less accurate the variable
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IMPORTANT POINTS It is attributed to: –Methodological aspect of study design or analysis –Selection of subject –Quality of information obtained –Confounding –Effect Modification –Misclassification
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ASSESSING ACCURACY Comparison with reference techniques Gold standards
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Strategies for enhancing accuracy 1. Standardizing measurement methods 2. Training and certifying the observers 3. Refining the instruments 4. Automating the instruments 5. Making informal measures 6. Blinding 7. Calibrating the instrument
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MAJOR TYPES OF BIAS Observer bias Subject bias Instrument bias Information bias Selection bias
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MAJOR TYPES OF BIAS Observer bias consistent distortion in reporting measurement by observer - more intensive measurements in certain subjects - ask questions about specific exposures several times of cases but only once of controls
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MAJOR TYPES OF BIAS Observer bias Ex.a tendency to underestimate blood pressure in cases known to be receiving treatment Ex.a more persistent search of medical records for a history of smoking cigarettes in patients known to have lung cancer
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MAJOR TYPES OF BIAS Subject bias consistent distortion of measurement by study subject - selective recall or reporting of an event respondent bias or recall bias
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MAJOR TYPES OF BIAS Instrument bias - may result from faulty function of a mechanical instrument - may result from inappropriate use of technique or tool to objective of measurement leading questions on questionnaire
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MAJOR TYPES OF BIAS Information bias a distortion in the estimate of effect or variable due to: * measurement error * misclassification of subjects on measurement variable * invalid measurement
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MAJOR TYPES OF BIAS Information bias * incorrect diagnostic criteria * inadequacies in previously recorded data * unequal diagnostic surveillance among exposure study groups in follow up studies
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Selection bias a distortion in the estimate of effect resulting from how subjects are selected for study population “self-selection bias” MAJOR TYPES OF BIAS
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Selection bias can result from: - choice of groups to be compared (in all types of studies) - choice of sampling frame - loss to follow up or NON RESPONSE during data collection (in follow-up studies) MAJOR TYPES OF BIAS
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Selection bias can result from: - selective surveillance/diagnostic surveillance varies with exposure status - more intensive measurements in certain subjects MAJOR TYPES OF BIAS
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SUMMARY 1. Reliability : Precision, Reproducibility Random Error 2. Validity : Accuracy, Conformity Systematic Error Bias
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MAJOR TYPES OF BIAS Observer Bias Subject Bias Recall Bias Respondent Bias Instrument Bias Information Bias Selection Bias
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Reliability and validity of measurement Reliability Validity Definition Best way to assess The degree to which a variable has nearly the same value when measured several times The degree to which a variable actually represents what it is supposed to represent Comparison among repeated measures Comparison with a reference standard
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Increase power to detect effects Increase validity of conclusions Value to study Threatened by Random error (variance) contributed by : Systematic error (Bias) contributed by : The observer The subject The instrument The observer The subject The instrument Reliability Validity
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..................... Illustration of the difference between Precision and Accuracy
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.................... good precision poor accuracy poor precisiongood precision poor precision good accuracypoor accuracygood accuracy Illustration of the difference between Precision and Accuracy
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Frequency True value Measurement AC Unreliable Invalid BD DIFFERENCES BETWEEN VALIDITY AND RELIABILITY
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Frequency True value Measurement AC Unreliable Invalid BD DIFFERENCES BETWEEN VALIDITY AND RELIABILITY A- Valid and reliable B- Valid but not reliable C- Not valid but reliable D- Not valid and not reliable
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