Application of a Multifactor Approach to Transfer of Training Research

Abstract

A multifactor, multicriterion transfer of training experiment involving a computer-generated horizontal tracking task was conducted to establish relationships among training and transfer scores for manual control of a maneuvering vehicle, to determine the response surfaces for training and transfer, and to demonstrate a new transfer research paradigm that makes economically feasible the simultaneous investigation of the effects of a large number of training-equipment and use variables on transfer to multiple-criterion vehicle configurations. There were 80 experimental participants, 48 of whom were trained and tested on individually unique combinations of training and transfer conditions. This study was the first to measure the training and transfer effects of as many as six training equipment and use factors in a single experiment, to examine as many as 25 training-vehicle configurations in the same experiment, to train a single individual on each of 48 training conditions, to employ multiple (3) transfer vehicle configurations, and to provide data suitable for deriving multiple-regression equations for estimating the transfer effectiveness of configurations not directly studied.

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References

Collyer, S.C. , and Chambers, W. S. (1978). AWAVS, a research facility for defining flight trainer visual requirements. In Proceedings of the Human Factors Society 22nd Annual Meeting. Santa Monica, CA: Human Factors Society.

Connor, W. S. , and Young, S. (1961). Fractional factorial designs for experiments with factors at two or three levels (Applied Mathematics Series 58). Washington, DC: U.S. Government Printing Office, National Bureau of Standards.

Draper, N. R. , and Hunter, W. G. (1969). Transformations: Some examples revisited. Technometrics, 11, 23–40.

Lincoln, R. S. (1978). Transfer of training on manual control systems differing in short-period frequency and damping characteristics. Human Factors, 20, 83–89.

Lintern, G. , and Roscoe, S. N. (1980). Adaptive perceptualmotor training. In S. N. Roscoe (Ed.), Aviation psychology (pp. 239–250). Ames, IA: Iowa State University Press.

Mosteller, F. , and Tukey, J. W. (1977). Data analysis and regression. Reading, MA: Addison-Wesley.

Muckler, R. A. , Obermayer, R. W. , Hanlon, W. H. , Serio, F. R. , and Rockway, M. R. (1961). Transfer of training with simulated aircraft dynamics: (11) Variations in Control gain and phugoid characteristics (WADC Technical Report 60-615). Wright-Patterson AFB, OH: Wright Air Development Center.

NATO-AGARD (North Atlantic Treaty Organization, Advisory Group for Aerospace Research and Development) .(1980). Fidelity of simulation for pilot training (AGARD Advisory Report 159). London: Technical Editing and Reproduction, Ltd.

Roscoe, S. N. (1980). Aviation psychology (pp. 82–94 and 173–256). Ames, IA: Iowa State University Press.

10.

Roscoe, S. N. , Corl, L. , and Jensen, R. S. (1981). Flight display dynamics revisited. Human Factors, 23, 341–353.

11.

Roscoe, S. N. , and Williges, B. H. (1980). Measurement of transfer of training. In S. N. Roscoe (Ed.), Aviation psychology (pp. 182–193). Ames, IA: Iowa State University Press.

12.

Simon, C. W. (1971). Considerations for the proper design and interpretation of human factors engineering experiments (Technical Report P73-325). Culver City, CA: Hughes Aircraft.

13.

Simon, C. W. (1973). Economical multifactor designs for human factors engineering experiments (Technical Report P73-326A). Culver City, CA: Hughes Aircraft. (AD A035-108).

14.

Simon, C. W. (1977). Design, analysis, and interpretation of screening designs for human factors engineering research (Technical Report CWS-03-77A). Westlake Village, CA: Canyon Research Group. (AD 056-985).

15.

Simon, C. W. (1979). Applications of advanced experimental methodologies to AWAVS training research (Technical Report NAVTRAEQUIPCEN 77-C-0065-1). Orlando, FL: Naval Training Equipment Center. (AD 064-332).

16.

Simon, C. W. (1981). Applications of advanced experimental methods to visual technology research simulator studies: Supplemental techniques (Technical Report NAVTRAEQUIPCEN 78-C-0060-3). Orlando, FL: Naval Training Equipment Center. (AD A095-633).

17.

Simon, C. W. , and Roscoe, S. N. (1981). Application of a multifactor approach to transfer of training research (Technical Report NAVTRAEQUIPCEN 78-C-0060-6). Orlando, FL: Naval Training Equipment Center.

18.

Simon, C. W. , and Westra, D. P. (1984). Handling bias from individual differences in between-subjects holistic experimental designs (NAVTRAEQUIPCEN 81-C-0105-10). Orlando, FL: Naval Training Equipment Center.

19.

Westra, D. P., Simon, C. W., Collier, S. C., and Chambers, W. S. (1981). Investigation of simulator design features for carrier landing tasks. In Proceedings of the IMAGE Generation/Display Conference ll. Williams AF8, AZ; AFHRL Operations Training Division.

20.

Williams, A. C., Jr. , and Flexman, R. E. (1949). An evaluation of the Link SNJ operational trainer as an aid in contact flight training (Contract N6ori-71, Task Order XVI, Technical Report 71-16-5). Port Washington, NY; Office of Naval Research, Special Devices Center.