For my books, click here. (This list excludes keywords and addresses.) T P Hutchinson: List of papers (from 1993, summaries are given) --------------------------------------------------------------- 1. Hutchinson, T P 1972. Delay at a fixed time traffic signal. II: Numerical comparisons of some theoretical expressions. Transportation Science, 6, 286-305. 2. Hutchinson, T P, and Satterthwaite, S P 1974. Analysis of some characteristics of road traffic accidents by use of police reports. 6th Conference of the Universities Transport Study Group, held at the University of Manchester Institute of Science and Technology. 3. Hutchinson, T P 1974. Urban traffic speeds. II: Relation of the parameters of two simpler models to size of city and time of day. Transportation Science, 8, 50-57. 4. Hutchinson, T P 1974. The distribution of traffic in towns: Further validation of Vaughan's model by correlating its parameters with size of city and time of day. Traffic Engineering and Control, 15, 770-771. 5. Hutchinson, T P 1974. The communication of transport research. Traffic Engineering and Control, 15, 775. 6. Hutchinson, T P 1974. The control of right-turning vehicles at signal-controlled intersections: A comment on a suggestion by Al-Salman and Salter. Traffic Engineering and Control, 15, 920-923. 7. Hutchinson, T P 1975. Factors affecting the times till death of pedestrians killed in road accidents. Injury: the British Journal of Accident Surgery, 6, 208-212. 8. Hutchinson, T P 1975. Witnesses' estimates of the speeds of traffic accidents. Accident Analysis and Prevention, 7, 27-35. 9. Goodwin, P B, Hutchinson, T P, and Wright, C C 1975. The perception of vehicle speeds by pedestrians. Zeitschrift fur Verkehrssicherheit, 21, 13-18. 10. Jolliffe, J K, and Hutchinson, T P 1975. A behavioural explanation of the association between bus and passenger arrival times at a bus stop. Transportation Science, 9, 248-282. 11. Hutchinson, T P 1975. Factors affecting the severity of injury to adult pedestrians involved in road accidents. 5th International Conference of the International Association for Accident and Traffic Medicine, held in London. 12. Hutchinson, T P, and Jones, I S 1975. The separation of the effects of driver and of vehicle on type of accident. 5th International Conference of the International Association for Accident and Traffic Medicine, held in London. 13. Hutchinson, T P 1976. Statistical aspects of injury severity. Part I: Comparison of two populations when there are several grades of injury. Transportation Science, 10, 269-284. 14. Hutchinson, T P 1976. Statistical aspects of injury severity. Part II: The case of several populations but only three grades of injury. Transportation Science, 10, 285-299. 15. Hutchinson, T P 1976. Combining two-tailed rank-correlation statistics. Applied Statistics (Journal of the Royal Statistical Society, Series C), 25, 21-25. 16. Goodwin, P B, and Hutchinson, T P 1977. The risk of walking. Transportation, 6, 217-230. 17. Hutchinson, T P 1977. Application of Kendall's partial tau to a problem in accident analysis. International Journal of Bio-Medical Computing, 8, 277-281. 18. Hutchinson, T P 1977. Intra-accident correlations of driver injury and their application to the effect of mass ratio on injury severity. Accident Analysis and Prevention, 9, 217-227. 19. Hutchinson, T P 1977. Latent structure models applied to the joint distribution of drivers' injuries in road accidents. Statistica Neerlandica, 31, 105-111. 20. Hutchinson, T P 1977. Universities Transport Study Group: A Conference report. Traffic Engineering and Control, 18, 211. 21. Hutchinson, T P, and Mayne, A J 1977. The year-to-year variability in the numbers of road accidents. Traffic Engineering and Control, 18, 432-433. 22. Hutchinson, T P 1977. On the relevance of signal detection theory to the correction for guessing. Contemporary Educational Psychology, 2, 50-54. 23. Hutchinson, T P, and Satterthwaite, S P 1977. Mathematical models for describing the clustering of sociopathy and hysteria in families: A comment on the recent paper by Cloninger et al. British Journal of Psychiatry, 130, 294-297. 24. Hutchinson, T P 1977. The method of m rankings when the numbers of observations in each cell are not all unity. Computers and Biomedical Research, 10, 345-361. 25. Hutchinson, T P 1978. An extension of the signal detection model of information retrieval. Journal of Documentation, 34, 51-54. 26. Satterthwaite, S P, and Hutchinson, T P 1978. A generalisation of Gumbel's bivariate logistic distribution. Metrika, 25, 163-170. 27. Hutchinson, T P 1978. Some statistical methods useful in the analysis of road accident data. 1st Course on Crashworthiness in Transportation Systems, held at the Ettore Maiorana Centre for Scientific Culture, Erice, Sicily. 28. Hutchinson, T P, and Harris, R A 1978. Recent trends in traffic injury. Injury: the British Journal of Accident Surgery, 10, 133-137 (Annotations, 137-138). 29. Grime, G, and Hutchinson, T P 1979. Vehicle mass and driver injury. Ergonomics, 22, 93-104. 30. Hutchinson, T P 1979. On the relative frequencies of collisions between vehicles of different masses. Zeitschrift fur Verkehrssicherheit, 29, 61-63. 31. Hutchinson, T P 1979. A comment on replicated paired comparisons. Applied Statistics (Journal of the Royal Statistical Society, Series C), 28, 163-169. 32. Hutchinson, T P 1979. The validity of the chi-squared test when expected frequencies are small: A list of recent research references. Communications in Statistics, Part A: Theory and Methods, A8, 327-335. 33. Hutchinson, T P 1979. Four applications of a bivariate Pareto distribution. Biometrical Journal (Biometrische Zeitschrift), 21, 553-563. 34. Hutchinson, T P 1980. An easy method of calculating approximate recurrence risks using a multifactorial model of disease transmission. Annals of Human Genetics, 43, 285-293. 35. Hutchinson, T P 1980. The definition of restraint effectiveness. Accident Analysis and Prevention, 12, 81-93. 36. Hutchinson, T P 1980. Approximating a trivariate normal probability that is of special relevance to the multifactorial model of disease transmission. Annals of Human Genetics, 44, 107-111. 37. Hutchinson, T P 1980. An assessment of the usefulness of route advice given by British Rail to passengers. Journal of Consumer Studies and Home Economics, 4, 135-150. 38. Hutchinson, T P 1980. Partial knowledge and the theoretical basis of linear corrections for guessing. Contemporary Educational Psychology, 5, 227-231. 39. Hutchinson, T P, and Lai, P W 1980. Experience with the use of the program CATLIN in analysing categorical data, with examples from road accident studies. In M M Barritt and D Wishart (Editors), COMPSTAT 1980. Proceedings in Computational Statistics, pp. 515-522. Wien: Physica-Verlag. 40. Zlotnicki, J, Hutchinson, T P, and Kendall, D L 1980. Some problems and prospects with commercial vehicle safety, illustrated by case reports of accidents involving ergonomic factors. In D J Oborne and J A Levis (Editors), Human Factors in Transport Research. Volume 1, pp. 151-159. London: Academic Press. 41. Hutchinson, T P, and Haslegrave, C M 1980. Determination of patterns of human body measurements by use of partial correlations. Ergonomics, 23, 475-483. 42. Hutchinson, T P 1981. A review of some unusual applications of signal detection theory. Quality and Quantity, 15, 71-98. 43. Hutchinson, T P 1981. Causes of death in road crashes: Evidence from the routinely-published statistics of several countries. American Association for Automotive Medicine Quarterly/Journal, 3(1), 39-40. 44. Hutchinson, T P 1981. An assessment of the information given in railway timetable-leaflets. Journal of Consumer Studies and Home Economics, 5, 239-246. 45. Hutchinson, T P 1981. Compound gamma bivariate distributions. Metrika, 28, 263-271. 46. Hutchinson, T P 1981. Disagreements when using ordered categories. Quality and Quantity, 15, 593-596. 47. Hutchinson, T P, and Adams, V 1981. International statistics of road fatalities. Transport Reviews, 1, 393-397. 48. Hutchinson, T P, and Lai, P W 1981. Statistical aspects of injury severity. Part III: Making allowance for differences in the assessment of level of trauma. Transportation Science, 15, 297-305. 49. Hutchinson, T P 1982. Statistical aspects of injury severity. Part IV: Matched data. Transportation Science, 16, 83-105. 50. Hutchinson, T P 1982. Signal probability and the slope of the ROC: A comment on Treisman. Psychological Bulletin, 91, 193-197. 51. Frary, R B, and Hutchinson, T P 1982. Willingness to answer multiple-choice questions as manifested both in genuine and in nonsense items. Educational and Psychological Measurement, 42, 815-821. 52. Hutchinson, T P 1982. Some theories of performance in multiple-choice tests, and their implications for variants of the task. British Journal of Mathematical and Statistical Psychology, 35, 71-89. 53. Hutchinson, T P 1982. Disease concordance and sex similarity in twins: Application of a multifactorial model with latent structure. Journal of Epidemiology and Community Health, 36, 155-156. 54. Grime, G, and Hutchinson, T P 1982. The influence of vehicle weight on the risk of injury to drivers. Ninth International Technical Conference on Experimental Safety Vehicles, held in Kyoto, pp. 726-741. Washington, D.C.: National Highway Traffic Safety Administration. 55. Hutchinson, T P 1983. A bivariate normal model for intra-accident correlations of driver injury, with application to the effect of mass ratio. Accident Analysis and Prevention, 15, 215-224. 56. Hutchinson, T P 1983. A note on applications of the competing risks model. Accident Analysis and Prevention, 15, 225-226. 57. Hutchinson, T P, and Roe, M S 1983. Latent structure modelling of trip distribution. Compendium of Technical Papers, 53rd Annual Meeting of the Institute of Transportation Engineers, held in London, pp. 11.22-11.24. Washington, D.C.: Institute of Transportation Engineers. 58. Hutchinson, T P, Allen, A M, Gornell, A W, and Liew, V K 1983. Judging the centres of irregular shapes: How much variability is there? Ergonomics, 26, 981-984. 59. Hutchinson, T P, and Nicholl, J P 1983. Recommendations about collecting bus headway data and estimating expected waiting times. Traffic Engineering and Control, 24, 529-531. 60. Hutchinson, T P 1984. Medical statistics on road accident injury in several countries. In S Yagar (Editor), Transport Risk Assessment, pp. 43-76. Waterloo: University of Waterloo Press. An earlier version appeared in Covjek i Promet, 9, 17-30 (1983), under the title "Deaths and injuries in road accidents: Evidence from the mortality and health statistics of several countries" (with "health" erroneously omitted from the printed title). 61. Hutchinson, T P 1984. Using the bivariate normal distribution to construct probability models in the health sciences. Communications is Statistics - Theory and Methods, 13, 1723-1733. 62. Hutchinson, T P 1984. Risk in transport. A symposium report. Traffic Engineering and Control, 25, 330-331. 63. Hutchinson, T P 1984. Cross-national comparison of the routine collection of data on the nature and severity of injury in road crashes. Presented at the International Workshop on the Methodology of Modelling Road Accident and Injury Patterns, organised by the International Drivers' Behaviour Research Association, held at the University of Sussex. 64. Hutchinson, T P 1984. Nonsense items in multiple-choice tests. Presented at the London Conference of the British Psychological Society, held at the City University. (ERIC Document ED254537, Educational Resources Information Center.) 65. Hutchinson, T P 1985. Analysing severity data when assessors differ in their usage of the categories. The Statistician, 34, 183-195. (Presented at the Conference on Statistics in Health, organised by the Institute of Statisticians, held at the University of Kent, July 1984.) 66. Hutchinson, T P 1985. Reliability of motor vehicle fatality statistics: An international perspective. Canadian Journal of Public Health, 76, 413-414. 67. Hutchinson, T P 1985. Predicting performance in variants of the multiple-choice test. Presented at the Fourth European Meeting of the Psychometric Society and the Classification Societies, held at the University of Cambridge. (ERIC Document ED263177, Educational Resources Information Center.) 68. Hutchinson, T P 1985. Presenting one probability distribution as a function of another - some applications. American Journal of Mathematical and Management Sciences, 5, 103-123. 69. Hutchinson, T P 1986. Statistical modelling of injury severity, with special reference to driver and front seat passenger in single-vehicle crashes. Accident Analysis and Prevention, 18, 157-167. (Presented at the International Workshop on the Methodology of Modelling Road Accident and Injury Patterns, organised by the International Drivers' Behaviour Research Association, held at the University of Sussex, July 1984.) 70. Hutchinson, T P, Burt, N, Cuzner, A, and Howell, R 1986. Three categories of urban bus passengers. Highways and Transportation, 33(10), 14-16. 71. Hutchinson, T P 1986. Evidence about partial information from an answer-until-correct administration of a test of spatial reasoning. Contemporary Educational Psychology, 11, 264-275. 72. Hutchinson, T P, and Rowell, S 1986. Points systems for car insurance. Insurance: Mathematics and Economics, 5, 255-259. 73. Hutchinson, T P, and Alderson, J C 1986. Routine road accident data: Publications and their indexing. In J O Asalor, E A Onibere, and G C Ovuworie (Editors), Road Traffic Accidents in Developing Countries - Volume 1, pp. 461-488. Lagos: Joja Educational Research and Publishers. 74. Hutchinson, T P, and Barton, D C 1987. A mechanical reasoning test with answer-until-correct directions confirms a quantitative description of partial information. Research in Science and Technological Education, 5, 93-101. 75. Hutchinson, T P, and Tang, K Y 1987. Letter on "The value of latent class analysis in medical diagnosis" by Rindskopf and Rindskopf. Statistics in Medicine, 6, 529-530. 76. Hutchinson, T P 1987. Re "Analytical potential for multiple cause-of-death data". American Journal of Epidemiology, 126, 158-159. 77. Hutchinson, T P 1988. Inter-observer agreement about traffic conflicts: A fourth opinion. Traffic Engineering and Control, 29, 235-237. 78. Hutchinson, T P 1992. Randomization tests and the generalised method of m rankings. Computer Methods and Programs in Biomedicine, 37, 163-164. 79. Hutchinson, T P 1992. In the multifactorial model of disease transmission, why is the rank correlation sensitive to choice of bivariate distribution? Annals of Human Genetics, 56, 159-161. 80. Hutchinson, T P 1992. Self-indexing. The Indexer, 18, 105-106. 81. Hutchinson, T P, and Lai, C D 1992. Concepts of stochastic ageing - Who cares? Safety and Reliability, 12(3), 7-12. 82. Hutchinson, T P 1992. Providing information to the traveller by public transport. Presented at the 14th Conference of Australian Institutes of Transport Research, held in Sydney. 83. Hutchinson, T P 1992. Discussion of road accidents in Iran. Journal of Engineering, Islamic Republic of Iran, 5, 75-76. 84. Hutchinson, T P 1992. What do they have in common? Royal Statistical Society News and Notes, 19(1), 7. This is a brief letter on who are the people who most frequently publish comments on other statistical papers; and some statistical features of such publications - the most productive fraction p of commentators account for approximately a fraction sqrt{p} of papers commented upon. 85. Hutchinson, T P 1993. On macroscopic description of urban traffic speeds. Journal of the Operational Research Society, 44, 209-210. A V Hill and W C Benton (J Opl Res Soc, 43, 1992, 343-351) reported on vehicle scheduling problems in which vehicle speeds depend on geographical location and time of day. They adopted a broad brush approach, and approximated the travel speed from i to j, denoted rij, by the average of speeds associated with the origin and the destination, (ri + rj)/2. The present contribution calls attention to work in which vehicle speed in a city is approximated by a function of the distance from the city centre. There is both theoretical and empirical work of this kind. 86. Hutchinson, T P 1993. A guide to bivariate ideas of quantal response analysis, as applied in biometrics and econometrics. Biometrical Journal, 35, 99-108. A review is provided of the several bivariate generalisations of quantal response analysis that have appeared in the biometric and econometric literatures. There are three main types: (i) where a binary outcome is the result of two stimulants, and thus the bivariate distribution of the thresholds for response is relevant; (ii) where three or more alternative outcomes may arise from a single stimulant; and (iii) where the response itself is bivariate (i.e., two types of response may simultaneously be observed). 86. Hutchinson, T P 1993. The seventh-root formula for a trivariate normal probability. The American Statistician, 47, 102-103. A simple method of approximating the trivariate normal integral in terms of the bivariate marginal probabilities is proposed. It is applied to the multifactorial model of disease inheritance. 88. Hutchinson, T P, and Lai, C D 1993. As regards reliability, what is in the Encyclopedia of Statistical Sciences? Safety and Reliability, 13(1), 13-21. The Encyclopedia of Statistical Sciences was published in nine volumes plus a supplementary volume over the years 1982 to 1989. In this paper, a brief guide is given to those of the substantial entries concerning statistical reliability which may be of relevance to engineers and reliability analysts. 89. Hutchinson, T P 1993. Kappa muddles together two sources of disagreement: Tetrachoric correlation is preferable. Research in Nursing and Health, 16, 313-316. When assessing agreement between experts, it is important to distinguish between disagreements that can and those that cannot be explained by different placing of the boundaries between categories. Cohen's kappa statistic is affected by both types of disagreement, tetrachoric correlation only by the second. 90. Hutchinson, T P 1993. Second attempts at multiple-choice test items. Journal of Statistical Computation and Simulation, 47, 108-112. Sometimes, an examinee answering a multiple-choice item is permitted a second attempt when the first response is wrong. Presumably, the probability of being correct at the second attempt (c2) ought to be predictable from the probability of success at the first attempt (c1). But (a) what kind of theory predicts a relatively low c2 for given c1, and (b) what kind of theory predicts a relatively high c2 for given c1? This note conjectures the answers are as follows: (a) some correct options are known to be correct, but no distractors are known to be distractors, and (b) no correct options are known to be correct, but distractors are sometimes recognised as such. It is hoped that some reader can supply a neat proof. 91. Hutchinson, T P 1993. Comments on the multivariate normal integral. Journal of Statistical Computation and Simulation, 47, 112-114. In the statistical literature, renewed interest in calculating the normal integral in three and more dimensions is evident. This notes draws attention to three applications areas where multivariate normal probabilities are often required, and which have developed their own literatures on this. These areas are heredity (the multifactorial model of disease transmission), structural failure, and econometric choice theory. A few references are provided, as a way into each of these. 92. Hutchinson, T P 1993. Discussion of data on the killing by cold of fruit fly larvae in mangosteens. The Kasetsart Journal: Natural Sciences, 27, 226-229. I Burikam and colleagues (The Kasetsart Journal: Natural Sciences, 25, 1991, 251-255) have recently quantified the relationship between exposure to cold and death of fruit fly larvae infesting mangosteens. It is shown here that the results are robust with respect to a number of minor changes that could have been made in the statistical analysis. But the results are very sensitive to the choice of statistical model assumed (probit or logit) - whereas .0032% of observation lie more than 4 standard deviations above the mean of a normal distribution, about 20 times than number (.071%) lie more than 4 standard deviations above the mean of a logistic distribution. 93. Hutchinson, T P 1994. On overconfidence in multiple-choice tests. Psychological Record, 44, 253-255. D Zakay and J Glicksohn (Psychological Record, 42, 1992, 519-524) found a negative relationship between overconfidence and performance in a multiple-choice test. The present paper argues that, contrary to what they say, the result could be artificial. 94. Hutchinson, T P 1994. Finding corrigenda to journal articles. Australian and New Zealand Journal of Serials Librarianship, 4(4), 69-72. A description is given of compiling a book that lists corrections, addenda, and comments that were published in any of 78 statistics journals over the period 1970-1991. The number of articles corrected, added to, or commented on was some 3200. A similar but much shorter index listing 276 articles in 9 psychometric journals has also been published. 95. Hutchinson, T P 1994. Models for responses to multiple-choice items. Presented at the 12th Australian Statistical Society Conference, held at Monash University. Some models are proposed for how examinees respond to questions in multiple-choice tests. Their predictions about how second-attempt performance is related to first-attempt performance are derived. (i) The starting point is the model in which knowledge is all-or-nothing: either the correct answer is known (and correctly chosen), or the probability of a correct response is at the chance level. A feature of this model is that it makes no provision for partial information: for example, when a second attempt is permitted at questions initially answered wrongly, the model predicts performance to be at the chance level, but this contrasts with the empirical finding of above-chance performance in this situation. (ii) The next idea to be considered is that the examinee may be able to eliminate one or more of the distractors as being definitely wrong, and then he or she guesses at random from among the remaining options. The prediction of this model for the relationship between first- and second-attempt performance is derived. (iii) Putting the above two models together, we can imagine one in which there is some probability of the correct answer being recognised as correct, and some probability of a distractor being recognised as wrong; and, for simplicity, one might take these probabilities to be equal. The prediction for the relationship between first- and second-attempt performance is derived. (iv) A few other models are also proposed, including an asymmetric model, one that incorporates careless slips, and one that incorporates misinformation. 96. Hutchinson, T P 1994. The greatest new development in traffic engineering since the traffic signal? Road and Transport Research, 3(4), 91-94. Reprinted in Traffic Engineering and Control, 36, 156-157 (1995). A triple conflict between traffic streams - for instance, an appreciable right-turning flow, as well as heavy straight-through flows - is often the key factor leading to limited capacity and high delay at a junction, either three-legged T or four-legged crossroads. It is, however, possible to design a junction so that such a conflict is replaced by three lesser conflicts, each between only a pair of flows. This leads to higher capacity and less delay, for a given amount of road space. Such designs have been publicised by R Goldblatt, F Mier, and J Friedman (ITE Journal, 64, 1994, 35-42). The present contribution draws attention to support given by T P Hutchinson's article in Traffic Engineering and Control, 15, 1974, 920-923; that support was based on queueing formulae and numerical calculations using them. 97. Hutchinson, T P 1995. Asking sensitive questions in surveys. (Classroom Note.) Teaching Statistics, 17, 43. 98. Hutchinson, T P 1996. Waiting for buses: Size-weighted means. (Classroom Note.) Teaching Statistics, 18, 9. 99. Hutchinson, T P 1996. Performance on items in conventional multiple-choice and in multiple true-false formats. Educational Research Quarterly, 19(3), 3-7. It is shown how performance on items administered in multiple true-false format may be predicted from performance when the items are administered in conventional multiple-choice format. (The theory is essentially that described by T P Hutchinson in Br J Mathl Statl Psychol, 1982, 35, 71-89.) 100. Hutchinson, T P 1996. Nonunique estimates of ability. Journal of Statistical Planning and Inference, 55, 262-264. For some models, it can happen that datasets arise for which the likelihood function has more than one maximum. That is bad enough when the parameter just refers to some statistical distribution, but it can also happen with a person parameter in item response theory (IRT), and be important in determining the person's educational and career opportunities. (The IRT model discussed here is the three-parameter logistic.) The problem has practical and philosophical sides to it, as follows. When computing estimates of ability, how is it known that the global maximum of likelihood has been found? If the likelihoods at two maxima are very similar, how is one ability or the other assigned to the examinee? 101. Hutchinson, T P 1996. On the generalised Friedman test. Computational Statistics and Data Analysis (Statistical Software Newsletter section), 21, 473-476. Nonparametric methods for two-way analysis of variance were discussed by V W Rahlfs and H Zimmermann (Computational Statistics and Data Analysis, 20, 1995, 101-110). Several points stemming from their paper are made in the present contribution. The most important are: (a) chi-squared can be a poor approximation to the null distribution of the test statistic, and so a randomisation test is desirable; (b) as has been argued by J de Kroon and P van der Laan (Statistica Neerlandica, 37, 1983, 1-14) and others, allowance needs to be made for differing numbers of observations per row. 102. Hutchinson, T P 1997. Mismatch models that permit partial information to be shown. In W J van der Linden and R K Hambleton (Editors), Handbook of Modern Item Response Theory, pp. 481-494. New York: Springer. Conventional IRT (item response theory) models make no allowance for the examinee having partial information about the question asked. The models are unable to predict what might happen in situations which allow the partial information to be shown. Relations between probabilities of correctness in different formats of test - for example, with different numbers of options to choose from, or permitting a second attempt at items initially answered wrongly - do not fall within their scope. The present chapter puts forward what it terms mismatch theory, which overcomes this limitation. It is in the style of signal detection theory. 103. Hutchinson, T P 1997. Improving rater agreement studies. American Journal of Roentgenology, 168, 1382. Studies of agreements between raters are important in medicine and elsewhere. Several improvements to the reporting of such studies are suggested here. Among these are (a) be clear about the process of selection of the objects that were judged, and (b) do not use Cohen's kappa, but instead calculate separate measures of the correlation between raters and of their relative bias. 104. Hutchinson, T P 1997. Comments on McQuay et al., Pain, 64 (1995) 331-335. Pain, 73, 107-108. It is sometimes claimed that in studies where the average response to treatment is large, the average response to placebo also tends to be large. The purpose of this note is to propose a possible mechanism by which such a correlation may occur. This is that it is a consequence of the treatment and placebo groups in a given study being more similar to each other (in respect of various situational factors and patient characteristics) than they are to the groups in other studies. This idea is applied to data in an article by H McQuay, D Carroll, and A Moore (Pain, 64, 1995, 331-335). The question is raised whether, given that the mean placebo response varies across studies (for unexplained reasons) from 11 to 29 (the amount that McQuay et al. noted), the treatment-placebo correlation might be as large as 0.87 (which is what McQuay et al. found). The answer is that this correlation is larger than expected if the proposed mechanism is correct, but by usual criteria is not unreasonably large. 105. Hutchinson, T P 1997. Comment on correlation in skew distributions. Journal of General Psychology, 124, 211-215. If the marginals of a bivariate normal distribution are transformed (e.g., by exponentiation), the product-moment correlation is reduced. Dunlap et al. (Journal of General Psychology, 122, 1995, 365-377) recently discussed this effect in a psychological context. The present paper draws attention to related work in physical sciences (such as structural mechanics, geology, and meteorology). 106. Hutchinson, T P 1997. Radioactivity half-lives considered as data. Journal of Applied Mathematics and Decision Sciences, 1, 67-71. Half-lives of radioactive nuclides range over more than 20 orders of magnitude. It is striking that, nevertheless, statistical laws may be discovered in these numbers: a log-normal distribution provides a good description. This is shown using the cumulative distribution. The final paragraph of the paper observes that half-lives and disintegration energies are thought of as constants, not as realisations of some random process, and it would therefore be misguided to ask why they should exhibit particular statistical features, or to imagine a stochastic mechanism by which they are generated. 107. Hutchinson, T P 1997. The binomial and Poisson distributions. (Classroom Note.) Teaching Statistics, 19, 68. In their concern to distinguish the Poisson distribution from the binomial, some books neglect the similarities between these distributions. Both use the ideas of a constant probability of an event occurring, and of independence between all the opportunities for the event to occur. An example is given, in which road traffic passing a point can be modelled using either distribution. 108. Myors, B, and Hutchinson, T P 1997. Using simulation to infer the structure of vocational interests. In Proceedings of the 39th Annual Conference of the International Military Testing Association, pp. 323-327. Canberra: Defence Publishing Service. Vocational assessment methods have been used for counselling workers in civilian and military roles for many years. This paper proposes new methods of statistical inference applicable to the structure of vocational interests. Our approach to inference in this area involves variables-in-common models constructed in terms of Holland's widely adopted theory. We use the models to test varying forms of hypothesised underlying structure. One test examines the hexagonal arrangement proposed by Holland, another extends this in the direction of Gati's ideas. The statistical testing is not based upon algebra, but upon simulation of raw data according to the models. The technique is illustrated using a military dataset. 109. Hutchinson, T P 1997. A heteroscedastic bivariate distribution arising from a model for rater agreement, and its fitting by simulation. Computational Statistics, 12, 497-503. The starting point is a dataset showing that two raters, judging proficiency in spoken Russian, appear to disagree more about the relatively expert speakers than about the novices. A bivariate distribution is invented and shown to fit the data better than the bivariate normal distribution does. The chief features of the distribution are that it is a variables-in-common model, true score plus error for each rater, and that the scatter of error is greater when the true score is high than when it is low. The method of fitting the distribution to the data is simulation. Accordingly, an explicit expression for the joint distribution of the two observed scores is not required. The software used has ranking and recoding commands of one line each, so it is easy to ensure the fitted marginal distributions exactly match the data, and it is unnecessary to estimate parameters representing the boundaries between the grades of rating. 110. Hutchinson, T P 1997. What effect does an untreated aneurysm have on life expectancy? Canadian Journal of Neurological Sciences, 24, 357-358. If a patient is found to have a cerebral aneurysm that is asymptomatic, should the surgeon operate or leave well alone? The present contribution discusses some aspects of a paper by R Leblanc and K J Worsley (Can J Neurol Sci, 22, 1995, 30-35). A formula is put forward that gives the expected lifetime lost when an extra risk (e.g., aneurysm rupture) that is constant through time is added to all the existing risks. The formula is expressed in terms of the level of this extra risk, along with the mean and standard deviation that lifetimes would have if that risk were absent. 111. Hutchinson, T P 1998. On a recognition task in which some distractors were half-familiar. International Journal of Aging and Human Development, 46, 21-24. Probabilistic models are suggested for the task of recognising word-pairs, where the distractors may be pairs of new words, or may be a new word paired with a previously-seen word. These models are relevant to an experiment recently reported by M Isingrini et al. (International Journal of Aging and Human Development, 41, 1995, 79-88), and suggest rather different conclusions to theirs - namely, that the elderly differ from the young in both learning and response-selection characteristics. 112. Hutchinson, T P, and Cairns, D 1998. Difference or ratio: A note on two-treatment, four-sequence analysis. Biometrics, 54, 788-789. In a two-treatment four-sequence experiment, patients are randomised to one of the four sequences DD, DP, PD, or PP (D=drug, P=placebo). Elswick and Uthoff (Biometrics, 1989) proposed a "nonparametric" method for analysing such data. This wording may suggest that monotonic but nonlinear transformations have no effect. However, the nonparametric aspect of Elswick and Uthoff's methods only enters after the initial calculations - which consist of contrasting the results in the second period with those in the first - have been performed. Specifically, if the method of contrasting consists of taking ratios of the raw numbers, rather than taking differences, the conclusions for Elswick and Uthoff's example are changed. It is also shown how the software StatXact 3 may be used in this context. 113. Lai, C-D, Rayner, J C W, and Hutchinson, T P 1998. Properties of the sample correlation of the bivariate lognormal distribution. In L Pereira-Mendoza, L S Kea, T W Kee, and W-K Wong (Editors), Statistical Education - Expanding the Network: Proceedings of the Fifth International Conference on Teaching of Statistics, Volume 1, pp. 309-315. Voorburg: International Statistical Institute. Most statistics students know that the sample correlation coefficient may be used to estimate the population correlation coefficient. If the parent population is bivariate normal, this does not cause any trouble. However, if the marginals are nonnormal, the estimated value from a sample may be quite different from the population value. Our simulations indicate that for bivariate lognormal distributions that are highly skew, the bias in estimating rho can be very large, and is substantially reduced only with millions of observations. This example could serve as an exercise for statistics students to realise some of the pitfalls in using the sample correlation to estimate the population correlation. 114. Hutchinson, T P 1998. Mean or median for exponential data? (Classroom Note.) Teaching Statistics, 20(3), 92-93. For a skewed population, it is often considered that the median captures the idea of "typical value" better than the mean does. But what method should be used to estimate the population median? It seems natural to use the sample median for this. However, suppose one believes that the parent distribution is the exponential. Then it is advantageous to estimate the population median by first calculating the sample mean (and then multiplying by 0.693). 115. Chekaluk, E, Hutchinson, T P, and Cairns, D 1998. Repeated measures ANOVA for responses developing over time. European Journal of Anaesthesiology, 15, 381-382. The starting point is a paper by K Abt (European Journal of Anaesthesiology, 13, 1996, 427-431). Comment is made on methods of comparing the responses at several points in time in two groups of patients. The technique of repeated measures analysis of variance, and how this is handled in SPSS, is described. 116. Hutchinson, T P, and Myors, B 1998. Comparison of the structures of vocational interests of men and women. In Proceedings of the 1st International Work Psychology Conference. Sheffield: University of Sheffield, Institute of Work Psychology (ISBN 0 9533504 0 1). Anderson et al. (Journal of Vocational Behavior, 50, 1997, 349-364) reviewed evidence on whether there are gender differences in Holland's RIASEC model of vocational interests, and re-published seven pairs of RIASEC correlation matrices (one for women and one for men, from seven studies). We have re-examined these fourteen correlation matrices, and some of our conclusions are different from those of Anderson et al. Specifically, we have detected asymmetries that are consistent across studies for each gender separately, but which are different for women and men. For women, correlations involving I or R tend to be large, and correlations involving A tend to be small. For men, correlations involving S or C tend to be large, and correlations involving A tend to be small. 117. Hutchinson, T P 1998. Note on probability distributions for generation time. Journal of Applied Microbiology, 85, 192-193. Ratkowsky et al. (Journal of Applied Bacteriology, 80, 1996, 131-137) reported on the variation in generation times of a Pseudomonas fluorescens culture. They advocated the use of the gamma distribution to describe this. However, it is argued in the present contribution that the main message of their paper is that the coefficient of variation (ratio of standard deviation to mean) does not depend upon temperature; what is presented tells us nothing about the shape of the distribution. (The shape in Figure 2 of Ratkowsky et al. is not the shape of the data, but is determined by the coefficient of variation in the data, along with the assumption of the distribution being gamma.) 118. Hutchinson, T P 1998. Two aspects of reliability. Australian Journal of Osteopathy, 9(2), 5. This is a short letter drawing readers' attention to the distinction between "Do the ratings mean the same thing to the two experts making them?" and "Do the experts place the patients in the same order?" 119. Hutchinson, T P 1999. Measuring the congruence of worker and workplace: A correlational approach. Australian Journal of Career Development, 8(1), 18-20. Suppose we know the Holland three-letter codes for a worker and for a workplace - for example, somebody assessed to be RCI may be working in an occupation considered to be CRS. This paper considers how to measure the similarity (or congruence) between the codes. Previous methods are briefly reviewed. Then it is shown how the familiar idea of correlation may be adapted to the problem. Some of the existing methods are shown to be special cases of the new approach. 120. Lai, C D, Rayner, J C W, and Hutchinson, T P 1999. Robustness of of the sample correlation - The bivariate lognormal case. Journal of Applied Mathematics and Decision Sciences, 3, 7-19. The sample correlation coefficient R is almost universally used to estimate the population coefficient rho. If the pair (X,Y) has a bivariate normal distribution, this does not cause any trouble. However, if the marginals are nonnormal, particularly if they have high skewness and kurtosis, the estimated value from a sample may be quite different from the population correlation coefficient rho. The bivariate lognormal is chosen for this robustness study. Two approaches are used: simulation and algebra. Our simulation indicates that for the bivariate lognormal, the bias in estimating rho can be very large if rho is nonzero, and it can be substantially reduced only after a large number (millions) of observations. This phenomenon, though unexpected at first, was found to be consistent with our algebraic numerical analysis. 121. Hutchinson, T P 1999. Familial association of disease and the structure of trivariate distributions. Annals of Human Genetics, 63, 539-544. In its usual form, the multifactorial model of disease transmission assumes that the liabilities to disease have a multivariate normal distribution. This paper studies how sensitive to this assumption are the quantitative results from the model. Accordingly, bounds are established for the probability of a child having a disease, given that both parents have it and taking the heritability of the disease to be known. Unfortunately, these bounds turn out to be wide. For example, a probability that is 0.38 under the trivariate normal model may be as low as 0.12 or as high as 0.78 under other trivariate models, even if attention is restricted to those of variables-in-common form. The broader statistical issue of the meaning of trivariate dependence, as distinct from bivariate dependence, is also discussed. 122. Hutchinson, T P 2000. Measuring the success of the Holland hexagon. Quality and Quantity, 34, 103-110. J. L. Holland's approach to personality (and careers that are suitable for different personality types) involves scoring people on six personality measures and intercorrelating the six scores; there is a hypothesis about the relative sizes of the fifteen correlations. Here, some statistics are proposed for describing how well this hypothesis (and three variants of it) matches an observed correlation matrix. These statistics are analogous to a correlation coefficient. A variables-in-common model is given that justifies the most parsimonious of the hypotheses considered. 123. Hutchinson, T P 2000. ANOVA with skewed data. Environmetrics, 11, 121-124. Gonzalez and Manly (Environmetrics, 1998, 9, 53-65) discussed the merits of randomisation tests, in the context of factorial ANOVA when the data are grossly non-normal. The present note gives some references to methods that use the ranks of the observations (including that of Benard and van Elteren), including computer implementations of these methods. Finally, the point is made that highly skewed data should not only make the analyst think seriously about what transformation is appropriate; it should also lead to consideration of what is the research question of real concern, and what metric is appropriate for answering it. 124. Hutchinson, T P 2000. Assessing the health of plants: Simulation helps us understand observer disagreements. Environmetrics, 11, 305-314. A dataset on the health of plants, as judged by two raters, appears to show more disagreement about the relatively healthy plants than about the less healthy. The bivariate normal distribution is shown to be a poor description of the data, and a new bivariate distribution is developed that gives a good fit to the data. The chief features of the distribution are that it is a model with latent variables in common (true score plus error for each rater), and that the scatter of error is greater when the true score is high than when it is low. As the distribution is fitted to the data by simulation, an explicit expression for the joint distribution of the two observed scores is not required. The software used has ranking and recoding commands of one line each, so it is easy to ensure the fitted marginal distributions exactly match the data, and it is unnecessary to estimate parameters representing the boundaries between the grades of rating. The method of obtaining the distribution is very flexible. In one illustration of this, the relation between true score and the logarithm of the scatter of error is quadratic (not linear); in another, the true score and the errors have non-normal distributions. 125. Hutchinson, T P 2000. Measuring the agreement of several three-letter Holland codes for one person. Journal of Employment Counseling, 37, 160-162. A method is proposed for measuring the agreement of several three-letter Holland codes that have been obtained on one individual using different methods. The basis of the method is the scores 4, 2, 1, 0 for Holland themes listed first, listed second, listed third, and omitted from the three-letter code. (This is an extension of a proposal by Miller (Journal of Employment Counseling, 1997, 34, 40-43), who was concerned with combining several three-letter codes into an average one.) 126. Hutchinson, T P, Chekaluk, E, and Cairns, D 2000. ANOVA applied to examination scores. Work Study, 49, 104-106. This paper reexamines data published by Johnnie (Work Study, 1996, 45(6), 22-29) on the performance of two groups of bank workers on four examination subjects. This leads to a discussion of the application of the analysis of variance in contexts where there is one within-person factor (for example, examination subject), one between-group factor (for example, urban or rural location of person), and persons constitute a random factor within the group factor. The analysis of Johnnie's data leads to a conclusion that differs from the original - that the two groups differ in mean score on one of the examinations. 127. Hutchinson, T P 2000. A syllabus for transport studies. Road and Transport Research, 9(2), 62-68. (Brief letter in O.R. Newsletter, No 364, April 2001, p. 17.) In reviewing the relative merits of bus and rail systems, Hensher (Road and Transport Research, 1999, 8(3), 3-21) broadly favoured the bus. The present writer supports this specific conclusion, but even more important is Hensher's emphasis on objective criteria for transport decisions. Suggestions are made in the present paper for how a degree course in transport could emphasise rational decision-making, and examples of technological, operational, political, economic, and organisational issues are listed. 128. Hutchinson, T P 2000. Graphing the survivorship of bees. Insectes Sociaux, 47, 292-296. The statistical distribution of lengths of time (for example, of the survival of bees) is often of interest. This paper describes graphical methods that are appropriate for such data, which typically has a skewed distribution. These methods throw light on the question of whether hazard rate is constant. Data published by Visscher and Dukas (Insectes Sociaux, 44, 1997, 1-5) appears to show increasing hazard rate. 129. Hutchinson, T P 2000. Graphing the death of Escherichia coli. International Journal of Food Microbiology, 62, 77-81. The graphical presentation of measurements of the progress over time of bacterial death or inactivation is discussed. Specifically, the Weibull distribution may be a useful generalisation of the exponential distribution. Data from experiments on the non-thermal death of Escherichia coli reported by Shadbolt et al. (International Journal of Food Microbiology, 49, 1999, 129-138) are reexamined to support this claim. 130. Hutchinson, T P, and Cairns, D 2000. A note on the syntactic analysis of Greek translations and compositions. Bulletin of the International Organization for Septuagint and Cognate Studies, 33, 39-46. Data from Jobes (BIOSCS, 28, 1995, 19-41) on characteristics of Greek syntax in seven texts has been reanalysed, using methods of correlation and multidimensional scaling. It is argued that (a) the two translations of Esther are very similar to each other, and (b) the set of papyri are more similar to the four translations (of Esther and Daniel) than to the two original compositions (Polybius and Josephus). 131. Hutchinson, T P, Cairns, D, and Chekaluk, E 2001? The construction of data to reflect the research objective, and how randomisation tests make such data usable. Statistical Papers, to appear. 132. Hutchinson, T P, and Myors, B 2001? Testing Holland's hexagon: Explanation and criticism. Quality and Quantity, to appear. 133. Hutchinson, T P 2001? Correlations may surprise. Teaching Statistics, to appear. 134. Hutchinson, T P 2001? Discussion of "Flexural fatigue life distributions and failure probability of steel fibrous concrete" by Singh and Kaushik. ACI (American Concrete Institute) Materials Journal, to appear. 135. Hutchinson, T P, and Cairns, D 2001? Discussion of a dataset on the effect of context on the speechreading of spoken sentences. Journal of the Academy of Rehabilitative Audiology, to appear. 136. Cairns, D, and Hutchinson, T P 2001? Did the gold content of Cyzicene electrum coins decline over time? A study using elaboration as a statistical strategy. Revue belge de Numismatique et de Sigillographie, to appear. 137. Hutchinson, T P 2001? Partial knowledge and answer-until-correct tasks in birds and humans. Biometrics, to appear. 138. Hutchinson, T P 2001? Calculation of the expected lifetime lost due to an extra risk. Mathematical Population Studies, to appear.