Value of Information Literature Analysis: A Review of Applications in Health Risk Management

This article provides the first comprehensive review of value of information (VOI) analyses related to health risk management published in English in peer-reviewed journals by the end of 2001. VOI analysis represents a decision analytic technique that explicitly evaluates the benefit of collecting additional information to reduce or eliminate uncertainty. Through a content analysis of VOI applications, this article characterizes various attributes of VOI applications, shows the evolution of the methodology and advances in computing tools that allow analysis of increasingly complex problems, and suggests the need for some standardization of reporting methods and results. The authors’ analysis shows a lack of cross-fertilization across topic areas and the tendency of articles to focus on demonstrating the usefulness of the VOI approach rather than applications to actual management decisions. This article provides important insights for VOI applications in medical decision making.

[1]  Max Henrion,et al.  Uncertainty: A Guide to Dealing with Uncertainty in Quantitative Risk and Policy Analysis , 1990 .

[2]  Eric Horvitz,et al.  An approximate nonmyopic computation for value of information , 1994, UAI 1994.

[3]  K M Thompson,et al.  A dynamic programming approach to the efficient design of clinical trials. , 2001, Journal of health economics.

[4]  D Meltzer,et al.  Addressing uncertainty in medical cost-effectiveness analysis implications of expected utility maximization for methods to perform sensitivity analysis and the use of cost-effectiveness analysis to set priorities for medical research. , 2001, Journal of health economics.

[5]  M G Hunink,et al.  Noninvasive Imaging for the Diagnosis of Coronary Artery Disease: Focusing the Development of New Diagnostic Technology , 1999, Annals of Internal Medicine.

[6]  K Claxton,et al.  Bayesian approaches to the value of information: implications for the regulation of new pharmaceuticals. , 1999, Health economics.

[7]  Ronald W. Hilton The Determinants of Information Value: Synthesizing Some General Results , 1981 .

[8]  H. Raiffa,et al.  Introduction to Statistical Decision Theory , 1996 .

[9]  J Hornberger,et al.  The cost-benefit of a randomized trial to a health care organization. , 1998, Controlled clinical trials.

[10]  M. Morris Understanding Risk - Informing Decisions in a Democratic Society , 1997 .

[11]  M. Weinstein,et al.  Clinical Decision Analysis , 1980 .

[12]  Danny Samson,et al.  The value of information from multiple sources of uncertainty in decision analysis , 1989 .

[13]  K Claxton,et al.  An economic approach to clinical trial design and research priority-setting. , 1996, Health economics.

[14]  J. Evans,et al.  Assessing the value of hydrogeologic information for risk‐based remedial action decisions , 1989 .

[15]  Mitchell J. Small,et al.  Risk‐based environmental remediation: Decision framework and role of uncertainty , 1994 .

[16]  Gordon B. Hazen,et al.  A Bayesian approach to sensitivity analysis. , 1999, Health economics.

[17]  Kimberly M. Thompson,et al.  The Value of Improved National Exposure Information for Perchloroethylene (Perc): A Case Study for Dry Cleaners , 1997 .

[18]  Brian J. Wagner,et al.  Evaluating data worth for ground-water management under uncertainty , 1999 .

[19]  J. Hammitt,et al.  The Expected Value of Information and the Probability of Surprise , 1999 .

[20]  G. Pinder,et al.  Optimal data acquisition strategy for the development of a transport model for groundwater remediation , 1991 .

[21]  M J Small,et al.  Risk-based environmental remediation: Bayesian Monte Carlo analysis and the expected value of sample information. , 1995, Risk analysis : an official publication of the Society for Risk Analysis.

[22]  M S Thompson,et al.  Decision-Analytic Determination of Study Size , 1981, Medical decision making : an international journal of the Society for Medical Decision Making.

[23]  Lars J. Olson The search for a safe environment: The economics of screening and regulating environmental hazards , 1990 .

[24]  S. Gorelick,et al.  When enough is enough: The worth of monitoring data in aquifer remediation design , 1994 .

[25]  D. Owens,et al.  A Normative Analytic Framework for Development of Practice Guidelines for Specific Clinical Populations , 1997, Medical decision making : an international journal of the Society for Medical Decision Making.

[26]  Joel Massmann,et al.  Groundwater contamination from waste management sites: The interaction between risk‐based engineering design and regulatory policy: 1. Methodology , 1987 .

[27]  J S Evans,et al.  Evaluating the benefits of uncertainty reduction in environmental health risk management. , 1987, JAPCA.

[28]  Joel Massmann,et al.  Hydrogeological Decision Analysis: 4. The Concept of Data Worth and Its Use in the Development of Site Investigation Strategies , 1992 .

[29]  D. Warner North,et al.  A methodology for analyzing emission control strategies , 1976, Comput. Oper. Res..

[30]  Lester B. Lave,et al.  Cost-effectiveness of short-term tests for carcinogenicity , 1986, Nature.

[31]  Jayavel Sounderpandian,et al.  Lottery Acquisition versus Information Acquisition: Prices and Preference Reversals , 1999 .

[32]  Howard Raiffa,et al.  Applied Statistical Decision Theory. , 1961 .

[33]  A E Ades,et al.  Markov Chain Monte Carlo Estimation of a Multiparameter Decision Model: Consistency of Evidence and the Accurate Assessment of Uncertainty , 2002, Medical decision making : an international journal of the Society for Medical Decision Making.

[34]  Lester B. Lave,et al.  Screening Toxic Chemicals: How Accurate Must Tests Be? , 1988 .

[35]  Amiram Gafni,et al.  The search for information — A patient perspective on multiple opinions , 1995 .

[36]  Ronald A. Howard,et al.  The Foundations of Decision Analysis , 1968, IEEE Trans. Syst. Sci. Cybern..

[37]  John D. Graham,et al.  Going beyond the single number: Using probabilistic risk assessment to improve risk management , 1996 .

[38]  A C Taylor,et al.  The value of animal test information in environmental control decisions. , 1993, Risk analysis : an official publication of the Society for Risk Analysis.

[39]  K Claxton,et al.  The irrelevance of inference: a decision-making approach to the stochastic evaluation of health care technologies. , 1999, Journal of health economics.

[40]  Jonathan Karnon,et al.  Planning the efficient allocation of research funds: an adapted application of a non-parametric Bayesian value of information analysis. , 2002, Health policy.

[41]  G. Omenn,et al.  Risk Estimation and Value‐of‐Information Analysis for Three Proposed Genetic Screening Programs for Chronic Beryllium Disease Prevention , 2000, Risk analysis : an official publication of the Society for Risk Analysis.

[42]  Ronald A. Howard,et al.  Information Value Theory , 1966, IEEE Trans. Syst. Sci. Cybern..

[43]  A D Paltiel,et al.  The epidemiological and economic consequences of AIDS clinical trials. , 1993, Journal of acquired immune deficiency syndromes.

[44]  J D Graham,et al.  The value of monitoring for radon in the home: a decision analysis. , 1988, JAPCA.

[45]  Howard Raiffa,et al.  Decision analysis: introductory lectures on choices under uncertainty. 1968. , 1969, M.D.Computing.

[46]  Ronald A. Howard,et al.  Value of Information Lotteries , 1967, IEEE Trans. Syst. Sci. Cybern..

[47]  L B Lave,et al.  Predictions of rodent carcinogenicity testing results: Interpretation in light of the lave‐omenn value‐of‐information model , 1995, Molecular carcinogenesis.

[48]  M Maclure,et al.  Use of randomized controlled trials in organizational decision making: a cost-minimization approach. , 2000, The American journal of managed care.

[49]  J Hornberger,et al.  A cost-benefit analysis of a cardiovascular disease prevention trial, using folate supplementation as an example. , 1998, American journal of public health.

[50]  H. Raiffa,et al.  Applied Statistical Decision Theory. , 1961 .

[51]  M. Weinstein,et al.  Recommendations of the Panel on Cost-effectiveness in Health and Medicine , 1997 .

[52]  David H. Krantz,et al.  Analysis of Local Decisions Using Hierarchical Modeling, Applied to Home Radon Measurement and Remediation , 1999 .

[53]  Herbert S. Rosenkranz,et al.  Information value of the rodent bioassay , 1988, Nature.

[54]  Gordon B. Hazen,et al.  Sensitivity Analysis and the Expected Value of Perfect Information , 1998, Medical decision making : an international journal of the Society for Medical Decision Making.

[55]  Mitchell J. Small,et al.  Updating Uncertainty in an Integrated Risk Assessment: Conceptual Framework and Methods , 1995 .

[56]  Stephen C. Peck,et al.  Managing Uncertainty: The Tropospheric Ozone Challenge , 1994 .

[57]  Laura Toran,et al.  RISK-COST DECISION FRAMEWORK FOR AQUIFER REMEDIATION DESIGN , 1996 .

[58]  M C Weinstein,et al.  Bayesian value-of-information analysis. An application to a policy model of Alzheimer's disease. , 2001, International journal of technology assessment in health care.

[59]  Hamid R. Nemati,et al.  Groundwater quality management under uncertainty: stochastic programming approaches and the value of information , 1992 .

[60]  R. Freeze,et al.  The worth of data in predicting aquitard continuity in hydrogeological design , 1993 .

[61]  C E Phelps,et al.  On the (Near) Equivalence of Cost-Effectiveness and Cost-Benefit Analyses , 1991, International Journal of Technology Assessment in Health Care.

[62]  James K. Hammitt,et al.  Can More Information Increase Uncertainty , 1995 .

[63]  A. Mushlin,et al.  Focusing Technology Assessment Using Medical Decision Theory , 1988, Medical decision making : an international journal of the Society for Medical Decision Making.

[64]  C E Phelps,et al.  Targeting Assessments of Magnetic Resonance Imaging in suspected Multiple sclerosis , 1990, Medical decision making : an international journal of the Society for Medical Decision Making.

[65]  Kimberly M. Thompson Developing Univariate Distributions from Data for Risk Analysis , 1999 .