Abstract
One of the cornerstones of expert performance in complex domains is the ability to perceive problem situations in terms of their task-relevant semantic properties. One such class of properties consists of phenomena that are defined in terms of patterns of change over time, i.e., events. A basic pre-requisite for working towards tools to support event recognition is a method for understanding the events that expert practitioners find meaningful in a given field of practice. In this article we present the modified unit marking procedure (mUMP), a technique adapted from work on social perception to facilitate identification of the meaningful phenomena which observers attend to in a dynamic data array. The mUMP and associated data analysis techniques are presented with examples from a first of a kind study where they were used to elicit and understand the events practitioners found meaningful in a scenario from an actual complex work domain.
Similar content being viewed by others
Notes
Not surprisingly, active segmentation produced some additional activity in the motor and prefrontal regions that was not seen in the passive viewing condition. This was likely a result of decision and execution processes associated with the button pressing task (Zacks, personal communication).
References
Allen J (1983) Maintaining knowledge about temporal intervals. Commun ACM 26:832–843
Becklen R (2000) An improved procedure for the determination of action boundaries in a behavior stream. (Report available from School of Social Science and Human Services, Ramapo College of New Jersey, 505 Ramapo Valley Road, Mahwah NJ 07430)
Cavanagh P, Labianca AT, Thornton IM (2001) Attention-based visual routines: sprites. Cognition 80:47–60
Chow R (2000) Communication during distributed anomaly response and replanning. Institute for Ergonomics/Cognitive Systems Engineering Laboratory Report, ERGO-CSEL 00-TR-03, The Ohio State University, Columbus, October, 2000
Chow R, Christoffersen K, Woods DD, Watts-Perotti JC, Patterson ES (2000) Communication during distributed anomaly response and replanning. (Technical Report ERGO-CSEL 00-TR-02). Institute for Ergonomics, The Ohio State University, Columbus
Christoffersen K, Woods DD, Blike GT (2002) Making sense of change: extracting events from dynamic process data. (Technical Report, ERGO-CSEL 01-TR-02). Institute for Ergonomics, The Ohio State University, Columbus
Corban JM (1997) Towards event-based visualizations: supporting human event recognition in the monitoring of complex systems. Unpublished Master’s Thesis, The Ohio State University, Columbus
Cranach Mv (1982) The psychological study of goal-directed action: basic issues. In: Cranach Mv, Harre R (eds) The analysis of action. Cambridge University Press, London, pp 35–73
Endsley MR (1995) Toward a theory of situation awareness in dynamic systems. Hum Factors 37(1):32–64
Ericsson KA, Simon HA (1994) Protocol analysis: verbal reports as data (revised edn). MIT Press, Cambridge
Forbus KD (1984) Qualitative process theory. Artif Intell 24:85–168
Freund PR, Sharar SR (1990) Hyperthermia alert caused by unrecognized temperature monitor malfunction. J Clin Monit 6:257
Gibson JJ (1950) The perception of the visual world. Houghton-Mifflin, Boston
Gibson JJ (1979) The ecological approach to visual perception. Houghton-Mifflin, Boston
Ginsburg GP, Smith DL (1993) Exploration of the detectable structure of social episodes: the parsing of interaction specimens. Ecol Psychol 5(3):195–233
Hansen JP (1995) An experimental investigation of configural, digital, and temporal information on process displays. Hum Factors 37(3):539–552
Heider F (1958) The psychology of interpersonal relations. Wiley, New York
Heider F, Simmel M (1944) An experimental study of apparent behavior. Am J Psychol 57:243–259
Johannson G (1950) Configurations in event perception. Aimqvist and Wiksell, Uppsala
Johannson G (1973) Visual perception of biological motion and a model for its analysis. Percept Psychophys 14:201–211
Kintsch W, van Dijk TA (1978) Towards a model of text comprehension and production. Psychol Rev 85:363–394
Klein GA (1989) Recognition-primed decisions. In: Rouse WB (ed) Advances in man-machine systems research. JAI Press, Greenwich, pp 47–92
McCabe V, Balzano JG (eds) (1986) Event cognition: an ecological perspective. Erlbaum, Hillsdale
McDermott D (1982) A temporal logic for reasoning about processes and plans. Cogn Sci 6:101–155
Michotte A (1946) The perception of causality. Methuen, London
Moll van Charante E, Cook RI, Woods DD, Yue L, Howie MB (1993) Human–computer interaction in context: physician interaction with automated intravenous controllers in the heart room. In: Stassen HG (ed) Analysis, design and evaluation of man–machine systems 1992. Pergamon Press, New York
Mumaw RJ, Roth EM, Vicente KJ, Burns CM (2000) There is more to monitoring a nuclear power plant than meets the eye. Hum Factors 42(1):36–55
Neisser U (1976) Cognition and reality: principles and implications of cognitive psychology. W. H. Freeman, New York
Newtson D (1973) Attribution and the unit of perception of ongoing behavior. J Pers Soc Psychol 28:28–38
Newtson D, Engquist G (1976) The perceptual organization of ongoing behavior. J Exp Soc Psychol 12:436–450
Newtson D, Engquist G, Bois J (1977) The objective basis of behavior units. J Pers Soc Psychol 35:847–862
Newtson D, Hairfield J, Bloomingdale J, Cutino S (1987) The structure of action and interaction. Soc Cogn 5(3):191–237
Patterson ES, Woods DD (2001) Shift changes, updates, and the on-call model in space shuttle mission control. Comput Support Coop Work J Collab Comput 10(3–4):317–346
Patterson ES, Watts-Perotti J, Woods DD (1999) Voice loops as coordination aids in space shuttle mission control. Comput Support Coop Work J Collab Comput 8(4):353–371
Pittenger JB (1990) Detection of violations of the law of pendulum motion: observers’ sensitivity to the relation between period and length. Ecol Psychol 2(1):55–81
Reed ES, Montgomery M, Schwartz M, Palmer C, Pittenger JB (1992) Visually based descriptions of an everyday action. Ecol Psychol 4(3):129–152
Scholl BJ (2001) Objects and attention: the state of the art. Cognition 80:1–46
Seagull FJ, Xiao Y (2001) Using eye-tracking video data to augment knowledge elicitation in cognitive task analysis. In: Proceedings of the Human Factors and Ergonomics Society 45th Annual Meeting. HFES, Minneapolis
Shahar Y (1997) A framework for knowledge-based temporal abstraction. Artif Intell 90(1–2):79–133
Shoham Y (1987) Temporal logics in AI: semantical and ontological considerations. Artif Intell 33:89–104
Stranger J, Hommel B (1996) The perception of action and movement. In: Prinz W, Bridgeman B (eds) Handbook of perception and action, vol 1. Academic, London, pp 397–451
Theureau J, Filippi G (2000) Analysing cooperative work in an urban traffic control room for the design of a coordination support system. In: Luff P, Hindmarsh J (eds) Workplace studies: recovering work practice and informing system design. Cambridge University Press, London, pp 68–91
Thronesbery CG, Christoffersen K, Malin JT (1999) Situation-oriented displays of space shuttle data. In: Proceedings of the Human Factors and Ergonomics Society 43rd Annual Meeting. HFES, Houston, pp 284–288
Vicente KJ, Rasmussen J (1990) The ecology of human machine systems II: mediating “direct perception” in complex work domains. Ecol Psychol 2(3):207–249
Vicente KJ, Rasmussen J (1992) Ecological interface design: theoretical foundations. IEEE Trans Syst Man Cybern 22:589–606
Vicente KJ, Mumaw RJ, Roth EM (2004) Operator monitoring in a complex dynamic work environment: a qualitative cognitive model based on field observations. Theor Issues Ergon Sci 5(5):359–384
Wang JH (1995) Emergent features and temporal information: shall the twain ever meet? (Technical Report CEL 95–10). Cognitive Engineering Laboratory, University of Toronto, Toronto
Warren WH, Shaw RE (1985) Events and encounters as units of analysis for ecological psychology. In: Warren WH, Shaw RE (eds) Persistence and change: proceedings of the first international conference on event perception. Erlbaum, Hillsdale, pp 1–27
Weller SC, Romney AK (1988) Systematic data collection. Sage University Press, Newbury Park
Woods DD (1994) Cognitive demands and activities in dynamic fault management: abduction and disturbance management. In: Stanton N (ed) Human factors of alarm design. Taylor & Francis, London
Woods DD (1995) Towards a theoretical base for representation design in the computer medium: ecological perception and aiding human cognition. In: Flach J, Hancock P, Caird J, Vicente K (eds) Global perspectives on the ecology of human–machine systems, vol 1. Erlbaum, Hillsdale, pp 157–188
Woods DD, Elias G (1988) Significance messages: an integral display concept. In: Proceedings of the Human Factors Society, 32nd Annual Meeting, Santa Monica, CA
Woods DD, O’Brien J, Hanes LF (1987) Human factors challenges in process control: the case of nuclear power plants. In: Salvendy G (ed) Handbook of human factors/ergonomics, 1st edn. Wiley, New York
Zacks JM (2004) Using movement and intentions to understand simple events. Cogn Sci 28(6):979–1008
Zacks JM, Tversky B (2001) Event structure in perception and conception. Psychol Bull 127(1):3–21
Zacks JM, Braver TS, Sheridan MA, Donaldson DI, Snyder AZ, Ollinger JM, Buckner RL, Raichle ME (2001a) Human brain activity time-locked to perceptual event boundaries. Nat Neurosci 4(6):651–655
Zacks JM, Tversky B, Iyer G (2001b) Perceiving, remembering, and communicating structure in events. J Exp Psychol Gen 130(1):29–58
Zwaan RA (1999) Five dimensions of narrative comprehension: the event-indexing model. In: Goldman S, Graesser A, van den Broek P (eds) Narrative, comprehension, causality, and coherence: essays in honor of Tom Trabasso. Erlbaum, Hillsdale, pp 93–110
Zwaan RA, Langston MC, Graesser AC (1995) The construction of situation models in narrative comprehension: An event-indexing model. Psychol Sci 6(5):292–297
Acknowledgments
The study of event recognition by experienced practitioners which stimulated and tested the development of this method was sponsored in part by NASA under grant NAG9-1005. Additional support to develop this method for studying event patterns was provided through participation in the Advanced Decision Architectures Collaborative Technology Alliance sponsored by the U.S. Army Research Laboratory under Cooperative Agreement DAAD19-01-2-0009.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Christoffersen, K., Woods, D.D. & Blike, G.T. Discovering the events expert practitioners extract from dynamic data streams: the modified unit marking technique. Cogn Tech Work 9, 81–98 (2007). https://doi.org/10.1007/s10111-006-0043-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10111-006-0043-y