Principles of forecasting : a handbook for researchers and practitioners

Preface. Dedication. List of Contributors. 1. Introduction J.S. Armstrong. 2. Role-Playing. 3. Intentions. 4. Expert Opinions. 5. Conjoint Analysis. 6. Judgmental Bootstrapping. 7. Analogies. 8. Extrapolation. 9. Rule-based Forecasting. 10. Expert Systems. 11. Econometric Models. 12. Selecting Methods. 13. Integrating, Adjusting, and Combining Procedures. 14. Evaluating Methods. 15. Assessing Uncertainty. 16. Gaining Acceptance. 17. Monitoring Forecasts. 18. Applications of Principles. 19. Diffusion of Principles. 20. Summary. Appendix. Reviewers. Biographical sketches of authors. People Index. Subject Index. The Forecasting Dictionary.

[1]  Dick R. Wittink,et al.  Forecasting with Conjoint Analysis , 2001 .

[2]  Harry T. Reis,et al.  Justice needs a new blindfold: A review of mock jury research. , 1977 .

[3]  E. S. Gardner,et al.  FORECASTING WITH EXPONENTIAL SMOOTHING: SOME GUIDELINES FOR MODEL SELECTION , 1980 .

[4]  R. Dawes A case study of graduate admissions: Application of three principles of human decision making. , 1971 .

[5]  Spyros Makridakis,et al.  Accuracy measures: theoretical and practical concerns☆ , 1993 .

[6]  A. Abdel-khalik,et al.  Information Choice and Utilization in an Experiment on Default Prediction , 1980 .

[7]  Douglas J. Dalrymple,et al.  SELECTING PARAMETERS FOR SHORT-TERM FORECASTING TECHNIQUES , 1981 .

[8]  C. Chatfield,et al.  The M2-competition: A real-time judgmentally based forecasting study , 1993 .

[9]  J. Scott Armstrong,et al.  How to avoid exploratory research , 2005 .

[10]  Theodore P. Hill The First Digit Phenomenon , 1998 .

[11]  Robert E. Hastings,et al.  The Organization and Improvement of Market Forecasting , 1994 .

[12]  A. Shamseldin,et al.  Methods for combining the outputs of different rainfall–runoff models , 1997 .

[13]  Terry S. Overton,et al.  Brief vs. Comprehensive Descriptions in Measuring Intentions to Purchase , 1971 .

[14]  Charles B. Weinberg,et al.  Arts Plan: Implementation, Evolution, and Usage , 1986 .

[15]  C. Witt,et al.  Forecasting tourism demand: A review of empirical research , 1995 .

[16]  John T. Mentzer,et al.  Forecasting Technique Familiarity, Satisfaction, Usage, and Application , 1995 .

[17]  Fred Collopy,et al.  How Serious are Methodological Issues in Surveys? A Reexamination of the Clarence Thomas Polls , 2005 .

[18]  G. Newman,et al.  CONFIDENCE INTERVALS , 1987, The Lancet.

[19]  Michael S. Lewis-Beck,et al.  Voters as forecasters: a micromodel of election prediction , 1999 .

[20]  Nigel Meade,et al.  Forecasting the Diffusion of Innovations: Implications for Time-Series Extrapolation , 2001 .

[21]  J. Scott Armstrong,et al.  Strategies for Implementing Change: An Experiential Approach , 1982 .

[22]  Larry P. Ritzman,et al.  Some Empirical Findings on Short-Term Forecasting: Technique Complexity and Combinations , 1989 .

[23]  A. Dalessio,et al.  predicting insurance agent turnover using a video-based situational judgment test , 1994 .

[24]  M. Litt,et al.  Relationship between role-play measures of coping skills and alcoholism treatment outcome. , 1992, Addictive behaviors.

[25]  Benito E Flores,et al.  A comparison of focus forecasting with averaging and exponential smoothing , 1986 .

[26]  John O. McClain Decision Modeling in Case Selection for Medical Utilization Review , 1972 .

[27]  Deirdre N. McCloskey,et al.  The Standard Error of Regressions , 1996 .

[28]  L. Hurwicz,et al.  Measuring Business Cycles. , 1946 .

[29]  J. Armstrong,et al.  Evaluating Forecasting Methods , 2001 .

[30]  J. Armstrong Research Needs in Forecasting , 1988 .

[31]  Gene K. Groff Empirical Comparison of Models for Short Range Forecasting , 1973 .

[32]  Gabriel Weimann,et al.  THE OBSESSION TO FORECAST: PRE-ELECTION POLLS IN THE ISRAELI PRESS , 1990 .

[33]  Douglas J. Dalrymple Sales forecasting practices: Results from a United States survey , 1987 .

[34]  R. L. Winkler,et al.  The Combination of Forecasts , 1983 .

[35]  C. Batson Rational processing or rationalization? The effect of disconfirming information on a stated religious belief. , 1975 .

[36]  Thomas M. Leschine,et al.  Judgment and analysis in oil spill risk assessment , 1986 .

[37]  Jon A. Brandt,et al.  Price forecasting and evaluation: An application in agriculture , 1983 .

[38]  John Geweke,et al.  A Comparison of Autoregressive Univariate Forecasting Procedures for Macroeconomic Time Series , 1984 .

[39]  Robert Fildes,et al.  Efficient use of information in the formation of subjective industry forecasts , 1991 .

[40]  J. Armstrong,et al.  Are Student Ratings of Instruction Useful? , 2005 .

[41]  Gerard J. Tellis,et al.  An Analysis of the Tradeoff between Advertising and Price Discounting , 1991 .

[42]  Robert Mandel,et al.  Political Gaming and Foreign Policy Making during Crises , 1977, World Politics.

[43]  David R. Nerenz,et al.  Role Playing and the Study of Jury Behavior , 1979 .

[44]  Jacob Cohen The earth is round (p < .05) , 1994 .

[45]  P. Squire,et al.  WHY THE 1936 LITERARY DIGEST POLL FAILED , 1988 .

[46]  J. Simon The Ultimate Resource , 1983 .

[47]  Jacob Shamir,et al.  Preelection Polls in Israel: Structural Constraints on Accuracy , 1986 .

[48]  F. J. Evans,et al.  Occurrence of posthypnotic behavior outside the experimental setting. , 1968, Journal of personality and social psychology.

[49]  John D. Greenwood,et al.  Role‐playing as an experimental strategy in social psychology , 1983 .

[50]  S. Plous,et al.  A comparison of strategies for reducing interval overconfidence in group judgments , 1995 .

[51]  David J. Woehr,et al.  Further analysis of employment interview validity: a quantitative evaluation of interviewer-related structuring methods , 1999 .

[52]  Robin M. Hogarth,et al.  A note on aggregating opinions , 1978 .

[53]  R. Reilly,et al.  VALIDITY AND FAIRNESS OF SOME ALTERNATIVE EMPLOYEE SELECTION PROCEDURES , 1982 .

[54]  J. Armstrong,et al.  An Application of Econometric Models to International Marketing , 1970 .

[55]  John R. Nevin,et al.  Laboratory Experiments for Estimating Consumer Demand: A Validation Study , 1974 .

[56]  Victor Zarnowitz,et al.  The Accuracy of Individual and Group Forecasts from Business Outlook Surveys , 1982 .

[57]  C. Chatfield,et al.  Apples, oranges and mean square error , 1988 .

[58]  Richard R. Lau,et al.  AN ANALYSIS OF THE ACCURACY OF “TRIAL HEAT” POLLS DURING THE 1992 PRESIDENTIAL ELECTION , 1994 .

[59]  Ronald Giles,et al.  The Fortune Sellers , 1998 .

[60]  Gerald J. Lobo,et al.  Combining Judgmental and Statistical Forecasts: An Application to Earnings Forecasts , 1990 .

[61]  J. Scott Armstrong,et al.  Research Report - Principles for Examining Predictive Validity: The Case of Information Systems Spending Forecasts , 1994, Inf. Syst. Res..

[62]  R. G. Murdick,et al.  Manager's guide to forecasting , 1986 .

[63]  J. Armstrong,et al.  Predicting The Outcome of Marketing Negotiations: Role-Playing versus Unaided Opinions , 2005 .

[64]  R. Ashton,et al.  Students As Surrogates In Behavioral Accounting Research - Some Evidence , 1980 .

[65]  C. B. Tilanus,et al.  Applied Economic Forecasting , 1966 .

[66]  Fred Collopy,et al.  An Application of Rule-Based Forecasting to a Situation Lacking Domain Knowledge , 2000 .

[67]  Robert M. Hamm,et al.  Accuracy of alternative methods for describing experts’ knowledge of multiple influence domains , 1991 .

[68]  J. Armstrong,et al.  Replications and Extensions in Marketing - Rarely Published But Quite Contrary , 1994 .

[69]  Sanjay Gupta,et al.  Judgement in learning‐curve forecasting: a laboratory study , 1999 .

[70]  Charles W. Dunnett,et al.  New tables for multiple comparisons with a control. , 1964 .

[71]  J. Farley,et al.  How Advertising Affects Sales: Meta-Analysis of Econometric Results , 1984 .

[72]  Leonard J. Tashman,et al.  The use of protocols to select exponential smoothing procedures: A reconsideration of forecasting competitions , 1996 .

[73]  Fred Collopy,et al.  Expert Systems for Forecasting , 2001 .

[74]  David Halberstam,et al.  The Best and the Brightest , 1973 .

[75]  Paul E. Meehl,et al.  Clinical vs. Statistical Prediction. , 1955 .

[76]  David A. Bessler,et al.  Forecasting livestock prices with individual and composite methods , 1981 .

[77]  D. MacGregor Decomposition for Judgmental Forecasting and Estimation , 1999 .

[78]  J. Langlois,et al.  Attractive Faces Are Only Average , 1990 .

[79]  J. Sutton Gibrat's Legacy , 1996 .

[80]  Roy Batchelor,et al.  Conservatism and consensus‐seeking among economic forecasters , 1992 .

[81]  Paul Slovic,et al.  Analyzing the Use of Information in Investment Decision Making: A Methodological Proposal , 1972 .

[82]  Robert Fildes,et al.  Evaluation of Aggregate and Individual Forecast Method Selection Rules , 1989 .

[83]  S. F. Klugman,et al.  Group Judgments for Familiar and Unfamiliar Materials , 1945 .

[84]  P. Meehl,et al.  Comparative efficiency of informal (subjective, impressionistic) and formal (mechanical, algorithmic) prediction procedures: The clinical–statistical controversy. , 1996 .

[85]  J. Scott Armstrong,et al.  Beyond Accuracy: Comparison of Criteria Used to Select Forecasting Methods , 1995 .

[86]  Duncan Simester,et al.  Forecasting criminal sentencing decisions , 1993 .

[87]  Ilan Yaniv,et al.  A case study of expert judgment: Economists' probabilities versus base-rate model forecasts , 1992 .

[88]  J. Scott Armstrong,et al.  On the Selection of Error Measures for Comparisons Among Forecasting Methods , 2005 .

[89]  R. Fildes,et al.  Forecasting and loss functions , 1988 .

[90]  Robert L. Winkler,et al.  The accuracy of extrapolation (time series) methods: Results of a forecasting competition , 1982 .

[91]  S K Smith,et al.  Further thoughts on simplicity and complexity in population projection models. , 1997, International journal of forecasting.

[92]  Stuart Scott,et al.  Adjusting from X-11 to X-12 , 1997 .

[93]  Herbert Moskowitz,et al.  Regression models of behavior for managerial decision making , 1974 .

[94]  Gerald J. Lobo Analysis and comparison of financial analysts', time series, and combined forecasts of annual earnings , 1992 .

[95]  Larry P. Ritzman,et al.  The need for contextual and technical knowledge in judgmental forecasting , 1992 .

[96]  Eugene P. Seskin,et al.  A Comparison of Anticipatory Surveys and Econometric Models in Forecasting U.S. Business Investment , 1986 .

[97]  Jacob Cohen Statistical Power Analysis for the Behavioral Sciences , 1969, The SAGE Encyclopedia of Research Design.

[98]  Clifford Winston,et al.  Economic Deregulation: Days of Reckoning for Microeconomists , 1993 .

[99]  Peter T. Ittig,et al.  A Seasonal Index for Business , 1997 .

[100]  R. Solow TECHNICAL CHANGE AND THE AGGREGATE PRODUCTION FUNCTION , 1957 .

[101]  Heung Wong,et al.  The value of combining forecasts in inventory management - a case study in banking , 1999, Eur. J. Oper. Res..

[102]  Colin F. Camerer,et al.  General conditions for the success of bootstrapping models , 1981 .

[103]  J. Medhi Problem Solving: A Statistician's Guide , 1996 .

[104]  J. Stroop Is the judgment of the group better than that of the average member of the group , 1932 .

[105]  Michael A. Campion,et al.  A REVIEW OF STRUCTURE IN THE SELECTION INTERVIEW , 1997 .

[106]  Abraham Kaplan,et al.  The Prediction of Social and Technological Events , 1950 .

[107]  Daniel W. Williams,et al.  Level-adjusted exponential smoothing for modeling planned discontinuities1 , 1999 .

[108]  E. A. Locke,et al.  Generalizing From Laboratory to Field Settings. , 1987 .

[109]  Fred Collopy,et al.  Rule-Based Forecasting: Using Judgment in Time-Series Extrapolation , 2001 .

[110]  D. S. Tull The Relationship of Actual and Predicted Sales and Profits in New-Product Introductions , 1967 .

[111]  S. Milgram Obedience to Authority: An Experimental View , 1975 .

[112]  Spyros Makridakis,et al.  The M3-Competition: results, conclusions and implications , 2000 .

[113]  Harry Deane Wolfe Business Forecasting Methods , 1966 .

[114]  Robert Ferber,et al.  Are Correlations any Guide to Predictive Value , 1956 .

[115]  J. Armstrong,et al.  Forecasting Methods for Marketing: Review of Empirical Research , 1987 .

[116]  Julian L. Simon,et al.  Forecasting the long-term trend of raw material availability , 1985 .

[117]  Don Mixon,et al.  Instead of deception. , 1972 .

[118]  H. Arkes,et al.  Factors influencing the use of a decision rule in a probabilistic task , 1986 .

[119]  Robert L. Winkler,et al.  Evaluating and Combining Physicians' Probabilities of Survival in an Intensive Care Unit , 1993 .

[120]  J. Sivacek,et al.  Predictions of others' responses in a mixed-motive game: Self-justification or false consensus? , 1979 .

[121]  J. Scott Armstrong,et al.  Forecasting by Extrapolation: Conclusions from Twenty-five Years of Research , 1984 .

[122]  C. Ingleby Composite Portraits , 1885, Nature.

[123]  D. Har-Even,et al.  Role-playing techniques: the differential effect of behavior simulation interventions of the readiness to inflict pain. , 1984, Journal of clinical psychology.

[124]  R. H. Edmundson,et al.  The accuracy of combining judgemental and statistical forecasts , 1986 .

[125]  John T. Mentzer,et al.  Familiarity, application, and performance of sales forecasting techniques , 1984 .

[126]  S K Smith,et al.  The relationship between the length of the base period and population forecast errors. , 1990, Journal of the American Statistical Association.

[127]  David L. Post,et al.  Medical Problem Solving: An Analysis of Clinical Reasoning , 1979 .

[128]  M. Freyd,et al.  The statistical viewpoint in vocational selection. , 1925 .

[129]  J. Scott Armstrong,et al.  Long-Range Forecasting: From Crystal Ball to Computer , 1981 .

[130]  E. H. Bowman Consistency and Optimality in Managerial Decision Making , 1963 .

[131]  Herbert Moskowitz,et al.  Robustness of linear models in dynamic multivariate predictions , 1982 .

[132]  O. D. Duncan,et al.  The Efficiency of Prediction in Criminology , 1949, American Journal of Sociology.

[133]  Everette S. Gardner,et al.  Exponential smoothing: The state of the art , 1985 .

[134]  K. Gordon,et al.  Group judgments in the field of lifted weights. , 1924 .

[135]  P. Young,et al.  Time series analysis, forecasting and control , 1972, IEEE Transactions on Automatic Control.

[136]  William H. Starbuck,et al.  Innocents in the Forest: Forecasting and Research Methods , 1990 .

[137]  Robert L. Winkler,et al.  The Forecasting accuracy of major time series methods , 1986 .

[138]  Fritz Machlup,et al.  THE PROBLEM OF VERIFICATION IN ECONOMICS , 1955 .

[139]  J. M. Bates,et al.  The Combination of Forecasts , 1969 .

[140]  Nigel Meade,et al.  Technological Forecasting-Model Selection, Model Stability, and Combining Models , 1998 .

[141]  J. Sterman,et al.  Effects of feedback complexity on dynamic decision making , 1995 .

[142]  Thomas R. Stewart,et al.  A comparison of seven methods for obtaining subjective descriptions of judgmental policy , 1975 .

[143]  Essam Mahmoud,et al.  Emerging issues in sales forecasting and decision support systems , 1988 .

[144]  Arnold Zellner,et al.  A tale of forecasting 1001 series : The Bayesian knight strikes again , 1986 .

[145]  Ivan T. Robertson,et al.  Work sample tests: Validity, adverse impact and applicant reaction , 1982 .

[146]  Michael E. Doherty,et al.  Judgment theory applied to the selection of life insurance salesmen , 1976 .

[147]  J A Yesavage,et al.  Psychiatrists' judgments of dangerousness in patients on an acute care unit. , 1984, The American journal of psychiatry.

[148]  Vijay Gurbaxani,et al.  An Integrative Model of Information Systems Spending Growth , 1990, Inf. Syst. Res..

[149]  Carolyn Y. Woo,et al.  Entrepreneurs' perceived chances for success , 1988 .

[150]  J. Armstrong,et al.  Predicting Job Performance: A Comparison of Expert Opinion and Research Findings , 1989 .

[151]  Walter C. Borman,et al.  Validity of behavioral assessment for predicting military recruiter performance , 1982 .

[152]  Robert L. Thorndike,et al.  The Effect of Discussion upon the Correctness of Group Decisions, when the Factor of Majority Influence is Allowed For , 1938 .

[153]  R. L. Winkler,et al.  Averages of Forecasts: Some Empirical Results , 1983 .

[154]  Everette S. Gardner,et al.  Note: Further Notes on Lagging Forecasts , 1985 .

[155]  I. Horowitz,et al.  Conformity as a function of deception and role playing. , 1970 .

[156]  Fred Collopy,et al.  Expert Opinions About Extrapolation and the Mystery of the Overlooked Discontinuities , 1992 .

[157]  Wolfgang Stephan,et al.  School Desegregation: An Evaluation of Predictions Made in Brown v. Board of Education. , 1978 .

[158]  L. Cronbach,et al.  Construct validity in psychological tests. , 1955, Psychological bulletin.

[159]  Robert J. Genetski,et al.  Long-Range Forecasting: From Crystal Ball to Computer , 1981 .

[160]  Robert M. Kunst Econometric Forecasting , 2007 .

[161]  C. E. Agnew,et al.  Bayesian consensus forecasts of macroeconomic variables , 1985 .

[162]  R. Dawes Judgment under uncertainty: The robust beauty of improper linear models in decision making , 1979 .

[163]  Robert L. Winkler,et al.  Sampling Distributions of Post-sample Forecasting Errors , 1989 .

[164]  Tony Lewis,et al.  Making Survey-Based Price Experiments More Accurate , 1999 .

[165]  D. S. Holmes,et al.  Experiments to answer questions raised by the use of deception in psychological research. I. Role playing as an alternative to deception. II. Effectiveness of debriefing after a deception. 3. Effect of informed consent on deception. , 1974, Journal of personality and social psychology.

[166]  B Kleinmuntz,et al.  Why we still use our heads instead of formulas: toward an integrative approach. , 1990, Psychological bulletin.

[167]  T. C. Chamberlin The Method of Multiple Working Hypotheses , 1931, The Journal of Geology.

[168]  Mark J. Nigrini,et al.  I've Got Your Number , 1999 .

[169]  Julius Shiskin,et al.  The X-11 variant of the census method II seasonal adjustment program , 1965 .

[170]  Robyn Tamblyn,et al.  Can standardized patients predict real‐patient satisfaction with the doctor‐patient relationship? , 1994 .

[171]  Steven P. Schnaars A comparison of extrapolation models on yearly sales forecasts , 1986 .

[172]  C. Nelson The Prediction Performance of the FRB-MIT-PENN Model of the U.S. Economy , 1972 .

[173]  Spyros Makridakis,et al.  Sliding simulation: a new approach to time series forecasting , 1990 .

[174]  Andrew Ehrenberg,et al.  The Problem of Numeracy , 1981 .

[175]  Paul Slovic,et al.  Dimensional Commensurability and Cue Utilization in Comparative Judgment. , 1974 .

[176]  W. H. Williams,et al.  A Simple Method for the Construction of Empirical Confidence Limits for Economic Forecasts , 1971 .

[177]  Gloria A. Grizzle,et al.  Political and organizational influences on the accuracy of forecasting state government revenues , 1989 .

[178]  Lewis R. Goldberg,et al.  Man versus model of man: A rationale, plus some evidence, for a method of improving on clinical inferences. , 1970 .

[179]  N. Sanders,et al.  Forecasting Practices in US Corporations: Survey Results , 1994 .

[180]  Ronald J. Ebert,et al.  Policy capturing in the employment interview. , 1986 .

[181]  R. Levins The strategy of model building in population biology , 1966 .

[182]  Fred Collopy,et al.  Integration of Statistical Methods and Judgment for Time Series Forecasting: Principles from Empirical Research , 2004 .

[183]  A. Okun,et al.  The Value of Anticipations Data in Forecasting National Product , 1960 .

[184]  R. Brown Statistical forecasting for inventory control , 1960 .

[185]  R. L. Winkler,et al.  Combining Economic Forecasts , 1986 .

[186]  J. Armstrong,et al.  PRINCIPLES OF FORECASTING 1 Principles of Forecasting : A Handbook for Researchers and Practitioners , 2006 .

[187]  John C. Chambers,et al.  An executive's guide to forecasting , 1984 .

[188]  L. Brouthers,et al.  Parties, ideology and elections: the politics of federal revenues and expenditures forecasting , 1986 .

[189]  Roy Batchelor,et al.  All Forecasters Are Equal , 1990 .

[190]  Whitecotton,et al.  Improving Predictive Accuracy with a Combination of Human Intuition and Mechanical Decision Aids. , 1998, Organizational behavior and human decision processes.

[191]  J. Scott Armstrong,et al.  JUDGMENTAL BOOTSTRAPPING: INFERRING EXPERTS' RULES FOR FORECASTING , 2001 .

[192]  George Loewenstein,et al.  Biased Judgments of Fairness in Bargaining , 1995 .

[193]  G N Burrow,et al.  Prediction of interview ratings in a medical school admission process. , 1980, Journal of medical education.

[194]  Robert L. Winkler,et al.  Probabilistic Prediction: Some Experimental Results , 1971 .

[195]  William Remus,et al.  Neural Networks for Time-Series Forecasting , 2001 .

[196]  Fred Collopy,et al.  Rule-Based Forecasting: Development and Validation of an Expert Systems Approach to Combining Time Series Extrapolations , 1992 .

[197]  James S. Phillips,et al.  Concurrent and predictive validity designs: A critical reanalysis. , 1981 .

[198]  L. R. Goldberg Simple models or simple processes? Some research on clinical judgments. , 1968, The American psychologist.

[199]  J. Scott Armstrong,et al.  University of Pennsylvania Scholarlycommons the Ombudsman: Management Folklore and Management Science: on Portfolio Planning, Escalation Bias and Such the Ombudsman: Management Folklore and Management Science: on Portfolio Planning, Escalation Bias and Such Management Folklore and Management Science , 2022 .

[200]  Everett E. Adam,et al.  AN EMPIRICAL EVALUATION OF INDIVIDUAL ITEM FORECASTING MODELS , 1981 .

[201]  Raymond Hubbard,et al.  An empirical comparison of published replication research in accounting, economics, finance, management, and marketing , 1996 .

[202]  F. N. Willis,et al.  Conformity under Deceptive and Non-Deceptive Techniques , 1969 .

[203]  W. Hogan,et al.  Technical Progress and Production Functions , 1958 .

[204]  Robert Levine,et al.  Capital Expenditures Forecasts by Individual Firms , 1960 .

[205]  Mike C. Smith,et al.  A comparison of the value of trainability assessments and other tests for predicting the practical performance of dental students , 1976 .

[206]  Edward J. Lusk,et al.  The Accuracy of Alternative Extrapolation Models: Analysis of a Forecasting Competition Through Open Peer Review , 1983 .

[207]  J. Armstrong,et al.  Peer review for journals: Evidence on quality control, fairness, and innovation , 1997 .

[208]  C. Dunnett A Multiple Comparison Procedure for Comparing Several Treatments with a Control , 1955 .

[209]  Steven P. Schnaars,et al.  Situational Factors Affecting Forecast Accuracy , 1984 .

[210]  A. Vijaya Rao,et al.  A Comment on: Forecasting and Stock Control for Intermittent Demands , 1973 .

[211]  Tyzoon T. Tyebjee,et al.  Optimistic Capital Budgeting Forecasts: An Experiment , 1985 .

[212]  Baruch Fischhoff,et al.  Learning from Experience: Coping with Hindsight Bias and Ambiguity , 2001 .

[213]  Howard Kunreuther,et al.  Extensions of Bowman's Theory on Managerial Decision-Making , 1969 .

[214]  I. Janis,et al.  Effectiveness of emotional role-playing in modifying smoking habits and attitudes. , 1965 .

[215]  Ronald J. Ebert,et al.  Bootstrapping the security analyst. , 1978 .

[216]  Robert Fildes,et al.  Generalising about univariate forecasting methods: Further empirical evidence , 1998 .

[217]  R. Kirby A Comparison of Short and Medium Range Statistical Forecasting Methods , 1966 .

[218]  Thomas R. Stewart,et al.  Improving Reliability of Judgmental Forecasts , 2001 .

[219]  Gwilym M. Jenkins,et al.  Time series analysis, forecasting and control , 1971 .

[220]  W. Bodmer Principles of Scientific Management , 1993, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[221]  Michael Lawrence,et al.  Judgmental Time-Series Forecasting Using Domain Knowledge , 2001 .

[222]  Reza Moinpour,et al.  Managerial Judgment in Marketing: The Concept of Expertise , 1983 .

[223]  J. Armstrong,et al.  Relative Accuracy of Judgmental and Extrapolative Methods in Forecasting Annual Earnings , 1983 .

[224]  Robert H. Ashton,et al.  Aggregating Subjective Forecasts: Some Empirical Results , 1985 .

[225]  Robert H. Ashton,et al.  White-Collar Robotics: Levering Managerial Decision Making , 1994 .

[226]  Houston Bk,et al.  Role playing versus deception: the ability of subjects to simulate self-report and physiological responses. , 1975 .

[227]  W. Gartner,et al.  Factors affecting new product forecasting accuracy in new firms , 1993 .

[228]  Dennis A. Ahlburg,et al.  Predicting the job performance of managers: What do the experts know? , 1992 .

[229]  Fred L. Collopy,et al.  Error Measures for Generalizing About Forecasting Methods: Empirical Comparisons , 1992 .

[230]  J. Scott Armstrong,et al.  Standards and Practices for Forecasting , 2001 .

[231]  Stanley Reiter,et al.  Distributions of Correlation Coefficients in Economic Time Series , 1961 .

[232]  J. Armstrong,et al.  A Comparative Study of Methods for Long-Range Market Forecasting , 1972 .

[233]  Earl J. Baker,et al.  Impact of Offshore Nuclear Power Plants , 1980 .

[234]  Everette S. Gardner,et al.  A Simple Method of Computing Prediction Intervals for Time Series Forecasts , 1988 .

[235]  A H van der Heijden,et al.  Do TV pictures help people to remember the weather forecast? , 1985, Ergonomics.

[236]  F. J. Anscombe,et al.  Graphs in Statistical Analysis , 1973 .

[237]  Vicki G. Morwitz,et al.  Sales Forecasts for Existing Consumer Products and Services: Do Purchase Intentions Contribute to Accuracy? , 2000 .

[238]  George Wright,et al.  Expert Opinions in Forecasting: The Role of the Delphi Technique , 2001 .

[239]  J. Scott Armstrong,et al.  Unintelligible Management Research and Academic Prestige , 1980 .

[240]  R. H. Willis,et al.  Role playing versus deception: An experimental comparison. , 1970 .

[241]  Stephen K. McNees The uses and abuses of ‘consensus’ forecasts , 1992 .

[242]  J. Walter Elliott,et al.  Econometric Models and Current Interest Rates: How Well Do They Predict Future Rates? , 1979 .

[243]  J. D. Croston Forecasting and Stock Control for Intermittent Demands , 1972 .

[244]  James B. Lemert Picking the Winners: Politician vs. Voter Predictions of Two Controversial Ballot Measures , 1986 .

[245]  Paul J. Roebber,et al.  The Contributions of Education and Experience to Forecast Skill , 1996 .

[246]  Michèle Hibon,et al.  Accuracy of Forecasting: An Empirical Investigation , 1979 .

[247]  Robert Fildes,et al.  The evaluation of extrapolative forecasting methods , 1992 .

[248]  J. Armstrong Advocacy and Objectivity in Science , 1979 .

[249]  E. Shneidman,et al.  Perturbation and Lethality as Precursors of Suicide in a Gifted Group , 1971 .

[250]  Gerald J. Lobo Alternative methods of combining security analysts' and statistical forecasts of annual corporate earnings , 1991 .

[251]  J. Scott Armstrong,et al.  Social Irresponsibility in Management , 1977 .

[252]  Philip G. Zimbardo,et al.  Pathology of Imprisonment , 1972 .

[253]  R. Devaul,et al.  Medical school performance of initially rejected students. , 1987, JAMA.

[254]  Fred Collopy,et al.  Identification of Asymmetric Prediction Intervals Through Causal Forces , 2001 .

[255]  Fred Collopy,et al.  Causal Forces: Structuring Knowledge for Time-Series Extrapolation , 1993 .

[256]  Anna J. Schwartz,et al.  Alternative Approaches to Analyzing Economic Data , 1991 .

[257]  David F. Findley,et al.  New Capabilities and Methods of the X-12-ARIMA Seasonal-Adjustment Program , 1998 .

[258]  Arthur F. Burns,et al.  Measuring Business Cycles. , 1946 .

[259]  D. B. Yntema,et al.  Man-Computer Cooperation in Decisions Requiring Common Sense , 1961 .

[260]  Howard A. Frank,et al.  Municipal forecasting practice: “demand” and “supply” side perspectives , 1992 .

[261]  H. A. Wallace,et al.  What is in the Corn Judge's Mind?1 , 1923 .

[262]  Everette S. Gardner,et al.  Focus forecasting reconsidered , 1997 .

[263]  A. Cowles Can Stock Market Forecasters Forecast , 1933 .

[264]  Mark Lane,et al.  Rush to Judgment , 1966 .

[265]  Eric J. Johnson,et al.  Expertise and decision under uncertainty: Performance and process. , 1988 .

[266]  A. H. Ashton,et al.  Does consensus imply accuracy in accounting studies of decision making?: Alison Hubbard Ashton, Accounting Review 60 (185) 173–85 , 1986 .

[267]  Nigel Harvey,et al.  Combining forecasts: What information do judges need to outperform the simple average? , 1999 .

[268]  T. N. Krishnamurti,et al.  Improved Weather and Seasonal Climate Forecasts from Multimodel Superensemble. , 1999, Science.

[269]  Lewis R. Goldberg,et al.  Five models of clinical judgment: An empirical comparison between linear and nonlinear representations of the human inference process , 1971 .

[270]  E. Dahan,et al.  The predictive power of internet-based product concept testing using visual depiction and animation , 2000 .

[271]  R. Fildes,et al.  The Impact of Empirical Accuracy Studies On Time Series Analysis and Forecasting , 1995 .

[272]  Roy Batchelor,et al.  Forecaster diversity and the benefits of combining forecasts , 1995 .

[273]  J. Scott Armstrong,et al.  Evaluation of Extrapolative Forecasting Methods: Results of a Survey of Academicians and Practitioners , 1982 .

[274]  Baruch Fischhoff,et al.  The effect of temporal setting on likelihood estimates , 1976 .

[275]  T. Willemain,et al.  Forecasting intermittent demand in manufacturing: a comparative evaluation of Croston's method , 1994 .

[276]  William H. Starbuck,et al.  Two Experiments on Bias and Conflict in Organizational Estimation , 1961 .

[277]  N Wade,et al.  IQ and Heredity: Suspicion of Fraud Beclouds Classic Experiment. , 1976, Science.

[278]  E. S. Gardner,et al.  Forecasting Trends in Time Series , 1985 .

[279]  C. Granger,et al.  Experience with Forecasting Univariate Time Series and the Combination of Forecasts , 1974 .

[280]  David Card,et al.  Minimum Wages and Employment: A Case Study of the Fast Food Industry in New Jersey and Pennsylvania , 1993 .

[281]  Vicki G. Morwitz,et al.  Methods for Forecasting from Intentions Data , 2001 .

[282]  R. Dawes,et al.  Linear models in decision making. , 1974 .

[283]  B K Houston,et al.  Role playing versus deception: the ability of subjects to simulate self-report and physiological responses. , 1975, The Journal of social psychology.

[284]  Thomas Mayer,et al.  Selecting Economic Hypotheses by Goodness of Fit , 1975 .

[285]  R. Clemen Combining forecasts: A review and annotated bibliography , 1989 .

[286]  Raymond E. Christal,et al.  Selecting a Harem - and Other Applications of the Policy-Capturing Model , 1968 .

[287]  R. Buehler,et al.  Exploring the "planning fallacy": Why people underestimate their task completion times. , 1994 .

[288]  J. Scott Armstrong,et al.  Analyzing Quantitative Models , 1974 .

[289]  Robert Fildes,et al.  Research on forecasting , 1989 .

[290]  Arthur P. Brief,et al.  Resolving Ethical Dilemmas in Management: Experimental Investigations of Values, Accountability, and Choice , 1991 .

[291]  Peter J. Danaher,et al.  Principles of forecasting , 2001 .

[292]  Thomas C. Kinnaman,et al.  Household Responses to Pricing Garbage by the Bag , 1994 .

[293]  David H. Gustafson,et al.  Comparison of rules for aggregating subjective likelihood ratios , 1974 .

[294]  Mark B. Schupack The Predictive Accuracy of Empirical Demand Analyses , 1962 .

[295]  Peter Moynohan,et al.  Expert Gaming: A Means to Investigate the Executive Decision-Process , 1987 .

[296]  Roger K. Blashfield,et al.  Performance of a composite as a function of the number of judges , 1978 .

[297]  P. Hoffman,et al.  Three models of clinical judgment. , 1968, Journal of abnormal psychology.

[298]  Robert C. Blattberg,et al.  Database Models And Managerial Intuition: 50% Model + 50% Manager , 1990 .

[299]  J. Hajnal,et al.  THE PROSPECTS FOR POPULATION FORECASTS , 1955 .

[300]  G. Tellis The Price Elasticity of Selective Demand: A Meta-Analysis of Econometric Models of Sales , 1988 .

[301]  T. Sarbin A Contribution to the Study of Actuarial and Individual Methods of Prediction , 1943, American Journal of Sociology.

[302]  M. Greenberg Role playing: An alternative to deception? , 1967 .

[303]  D. Kahneman,et al.  Timid choices and bold forecasts: a cognitive perspective on risk taking , 1993 .

[304]  H. Dorn,et al.  Pitfalls in Population Forecasts and Projections , 1950 .

[305]  Herbert Goldhamer,et al.  Some Observations on Political Gaming , 1959, World Politics.