Enhancing Construction Hazard Recognition with High-Fidelity Augmented Virtuality
Publication: Journal of Construction Engineering and Management
Volume 140, Issue 7
Abstract
Most construction safety management processes rely on the hazard recognition capability of workers. Hazards that remain unidentified can potentially result in catastrophic injuries and illnesses. As such, thorough hazard recognition is fundamentally essential to protect the health and well-being of the construction workforce. Despite its importance, recent research indicates that a large proportion of hazards remain unrecognized, exposing workers to unmitigated risks. Surprisingly, safety research has not adequately focused on developing specialized strategies to develop construction worker competency in hazard recognition. This paper reports a two-year research effort with the following objectives: (1) develop a high-fidelity augmented virtual environment [System for Augmented Virtuality Environment Safety (SAVES)] that helps develop workers’ hazard recognition skill through risk-free learning and immediate feedback; (2) embed cognitive retrieval mnemonics to improve long-term retention of cues for construction hazards; (3) evaluate the effectiveness of the strategy as an intervention on active construction crew by using the multiple baseline testing approach. The first two objectives were accomplished through a combined effort from a panel of 14 subject matter experts and five academic researchers. This was followed by field experiments to test the hypothesis that the experience with SAVES improves the proportion of hazards identified by participants during subsequent field operations. The findings revealed that crews, on average, were able to only identify 46% of hazards prior to the introduction of the intervention, but were able to recognize 77% of hazards in the postintervention phase. This study represents the first endeavor to measure the effectiveness of augmented virtuality and serious gaming in developing hazard signal detection skills in construction field settings.
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References
3DSMax [Computer software]. Autodesk, San Rafael, CA.
Adbelhamid, T. S., Narang, P., and Schafer, D. W. (2011). “Quantifying workers’ hazard identification using fuzzy signal detection theory.” Open Occupation. Health Safety J., 3, 18–30.
Albert, A., Hallowell, M. R., and Kleiner, B. M. (2014). “Enhancing construction hazard recognition and communication with energy-based cognitive mnemonics and safety meeting maturity model: A multiple baseline study.” J. Constr. Eng. Manage., 04013042.
Aneziris, O., Topali, E., and Papazoglou, I. (2012). “Occupational risk of building construction.” Reliab. Eng. Syst. Saf., 105, 36–46.
Artis, S., and Kleiner, B. M. (2006). “The effects of age and the design of web-based training on computer task performance.” Proc., 50th Annual Meeting of the Human Factors and Ergonomics Society, Human Factors and Ergonomics Society, San Francisco.
Baer, D. M., Wolf, M. M., and Risley, T. R. (1968). “Some current dimensions of applied behavior analysis.” J. Appl. Behav. Anal., 1(1), 91–97.
Bahn, S. (2013). “Workplace hazard identification and management: The case of an underground mining operation.” Saf. Sci., 57, 129–137.
Barfield, W., and Kleiner, B. M. (1997). “A theory-based approach for training using augmented and virtual environments.” Concept Paper, U.S. Army Research Institute for Behavioral and Social Sciences, VA.
Barlow, D. H., Hersen, M., and Nock, M. K. (2009). Single case experimental designs: Strategies for studying behavior change, Pearson, Boston.
Beale, I. L., Kato, P. M., Marin-Bowling, V. M., Guthrie, N., and Cole, S. W. (2007). “Improvement in cancer-related knowledge following use of a psychoeducational video game for adolescents and young adults with cancer.” J. Adolescent Health, 41(3), 263–270.
Biglan, A., Ary, D., and Wagenaar, A. C. (2000). “The value of interrupted time-series experiments for community intervention research.” Prev. Sci., 1(1), 31–49.
Blount, R. L., Drabman, R. S., Wilson, N., and Stewart, D. (1982). “Reducing severe diurnal bruxism in two profoundly retarded females.” J. Appl. Behav. Anal., 15(4), 565–571.
Bureau of Labor Statistics (BLS). (2013). “2011 census of fatal occupational injuries.” 〈http://www.bls.gov/iif/oshwc/cfoi/cfch0010.pdf〉 (Jul. 1, 2013).
Carter, G., and Smith, S. D. (2006). “Safety hazard identification on construction projects.” J. Constr. Eng. Manage., 197–205.
Cavusgil, S. T., Calantone, R. J., and Zhao, Y. (2003). “Tacit knowledge transfer and firm innovation capability.” J. Bus. Ind. Market., 18(1), 6–21.
Charsky, D. (2010). “From edutainment to serious games: A change in the use of game characteristics.” Games Culture, 5(2), 177–198.
Davis, C. S. (2002). Statistical methods for the analysis of repeated measurements, Springer, New York.
Desai, P. (2002). Methods beyond interviewing in qualitative market research, Sage, Thousand Oaks, CA.
Dickinson, J. K., Woodard, P., Canas, R., Ahamed, S., and Lockston, D. (2011). “Game-based trench safety education: Development and lessons learned.” J. Inf. Technol. Constr., 16, 119–134.
Dimitrov, D. M., and Rumrill, P. D., Jr. (2003). “Pretest-posttest designs and measurement of change.” Work, 20(2), 159–165.
Dolmans, D. H., De Grave, W., Wolfhagen, I. H., Van Der, V., and Cees, P. M. (2005). “Problem-based learning: Future challenges for educational practice and research.” Med. Educ., 39(7), 732–741.
Dong, X. S., et al. (2011). “Injury underreporting among small establishments in the construction industry.” Am. J. Ind. Med., 54(5), 339–349.
Eslinger, P. J. (2002). Neuropsychological interventions: Clinical research and practice, Guilford Press, New York.
Fleece, L., Gross, A., O’Brien, T., Kistner, J., Rothblum, E., Drabman, R. (1981). “Elevation of voice volume in young developmentally delayed children via an operant shaping procedure.” J. Appl. Behav. Anal., 14(3), 351–355.
Fleming, M. A. (2009). “Hazard recognition.” Design, 9(3), 15–18.
Garris, R., Ahlers, R., and Driskell, J. E. (2002). “Games, motivation, and learning: A research and practice model.” Simul. Gaming, 33(4), 441–467.
Golparvar-Fard, M., Peña-Mora, F., and Savarese, S. (2009). “Application of D4AR–A 4-dimensional augmented reality model for automating construction progress monitoring data collection, processing and communication.” J. Inf. Technol. Constr., 14, 129–153.
Graafland, M., Schraagen, J., and Schijven, M. (2012). “Systematic review of serious games for medical education and surgical skills training.” Br. J. Surg., 99(10), 1322–1330.
Haddon, W., Jr. (1970). “On the escape of tigers: An ecologic note.” Am. J. Publ. Health Nations Health, 60(12), 2229–2234.
Haddon, W. (1973). “Energy damage and the ten countermeasure strategies.” Hum. Factors J. Hum. Factors Ergon. Soc., 15(4), 355–366.
Hallowell, M. R., and Gambatese, J. A. (2010). “Qualitative research: Application of the Delphi method to CEM research.” J. Constr. Eng. Manage., 99–107.
Haslam, R. A., et al. (2005). “Contributing factors in construction accidents.” Appl. Ergon., 36(4), 401–415.
Hawkins, N. G., Sanson-Fisher, R. W., Shakeshaft, A., D’Este, C., and Green, L. W. (2007). “The multiple baseline design for evaluating population-based research.” Am. J. Prev. Med., 33(2), 162–168.
Health and Safety Executive. (2012). “Work related injuries and ill health.” 〈http://www.hse.gov.uk/statistics/industry/construction/construction.pdf〉 (Jul. 1, 2013).
Hinze, J., and Wilson, G. (2000). “Moving toward a zero injury objective.” J. Constr. Eng. Manage., 399–403.
Holte, K. A., and Kjestveit, K. (2012). “Young workers in the construction industry and initial OSH-training when entering work life.” Work J. Prevent. Assess. Rehabil., 41, 4137–4141.
Huitema, B. E., and Mckean, J. W. (2000). “Design specification issues in time-series intervention models.” Educ. Psychol. Meas., 60(1), 38–58.
Huitema, B. E., and McKean, J. W. (2007). “Identifying autocorrelation generated by various error processes in interrupted time-series regression designs a comparison of AR1 and portmanteau tests.” Educ. Psychol. Meas., 67(3), 447–459.
Kazdin, A. E., and Kopel, S. A. (1975). “On resolving ambiguities of the multiple-baseline design: Problems and recommendations.” Behav. Ther., 6(5), 601–608.
Kernan, M. C., and Lord, R. G. (1990). “Effects of valence, expectancies, and goal-performance discrepancies in single and multiple goal environments.” J. Appl. Psych., 75(2), 194–203.
Khan, M., and Paivio, A. (1988). “Memory for schematic and categorical information: A replication and extension of Rabinowitz and Mandler (1983).” J. Exp. Psychol. Learn. Memory Cogn., 14(3), 558–561.
Li, H., Chan, G., and Skitmore, M. (2012a). “Multiuser virtual safety training system for tower crane dismantlement.” J. Comput. Civ. Eng., 638–647.
Li, H., Chan, G., and Skitmore, M. (2012b). “Visualizing safety assessment by integrating the use of game technology.” Autom. Constr., 22, 498–505.
Liaw, Y.-L., Lin, K.-Y., Li, M., and Chi, N.-W. (2012). “Learning assessment strategies for an educational construction safety video game.” Proc., of the 2012 Construction Research Congress, ASCE, VA, 2091–2100.
Lin, K. Y., Son, J. W., and Rojas, E. M. (2011). “A pilot study of a 3D game environment for construction safety education.” Electron. J. Inf. Technol. Constr., 16, 69–84.
Lu, Y., Hinze, J., and Li, Q. (2011). “Developing fuzzy signal detection theory for workers’ hazard perception measures on subway operations.” Saf. Sci., 49(3), 491–497.
Lucas, J., and Thabet, W. (2008). “Implementation and evaluation of a VR task-based training tool for conveyor belt safety training.” J. ITcon, 13, 637–659.
Mastropieri, M. A., and Scruggs, T. E. (1991). Teaching students ways to remember: Strategies for learning mnemonically, Brookline Books, Cambridge, MA.
MAYA [Computer software]. Autodesk, San Rafael, CA.
McGuigan, F. J. (1997). Experimental psychology: Methods of research, Prentice Hall, Upper Saddle River, NJ.
Mitropoulos, P., and Namboodiri, M. (2011). “New method for measuring the safety risk of construction activities: Task demand assessment.” J. Constr. Eng. Manage., 30–38.
Orvis, K. A., Moore, J. C., Belanich, J., Murphy, J. S., and Horn, D. B. (2010). “Are soldiers gamers? Videogame usage among soldiers and implications for the effective use of serious videogames for military training.” Mil. Psychol., 22(2), 143–157.
Papastergiou, M. (2009). “Digital game-based learning in high school computer science education: Impact on educational effectiveness and student motivation.” Comput. Educ., 52(1), 1–12.
Pellegrini, A. D., and Bjorklund, D. F. (1998). Applied child study: A developmental approach, Taylor & Francis, London.
Ployhart, R. E., and Vandenberg, R. J. (2009). “Longitudinal research: The theory, design, and analysis of change.” J. Manage., 36(1), 94–120.
Richards, S. (1999). Single subject research: Applications in educational and clinical settings, Singular Publishing Group, San Diego.
Rozenfeld, O., Sacks, R., Rosenfeld, Y., and Baum, H. (2010). “Construction job safety analysis.” Saf. Sci., 48(4), 491–498.
Scruggs, T. E., and Mastropieri, M. A. (1990). “Mnemonic instruction for students with learning disabilities: What it is and what it does.” Learn. Disability Q., 13(4), 271–280.
Scruggs, T. E., Mastropieri, M. A., Berkeley, S. L., and Marshak, L. (2010). “Mnemonic strategies: Evidence-based practice and practice-based evidence.” Intervention Sch. Clin., 46(2), 79–86.
Stalder, D. R. (2005). “Learning and motivational benefits of acronym use in introductory psychology.” Teach. Psychol., 32(4), 222–228.
Teizer, J., Cheng, T., and Fang, Y. (2013). “Location tracking and data visualization technology to advance construction ironworkers’ education and training in safety and productivity.” Autom. Constr., 35, 53–68.
Tixier, A., Albert, A., and Hallowell, M. R. (2013). “Teaching construction hazard recognition through high fidelity augmented reality.” Proc., 2013 American Society of Engineering Education Annual Conf., American Society of Engineering Education (ASEE), Washington, DC.
Unreal Development Kit [Computer software]. Epic Games, Cary, NC.
Van Houten, R., Malenfant, L., and Rolider, A. (1985). “Increasing driver yielding and pedestrian signaling with prompting, feedback, and enforcement.” J. Appl. Behav. Anal., 18(2), 103.
Waehrer, G. M., Dong, X. S., Miller, T., Haile, E., and Men, Y. (2007). “Costs of occupational injuries in construction in the United States.” Accid. Anal. Prev., 39(6), 1258–1266.
Wang, Y., Goodrum, P. M., Haas, C., Glover, R., and Vazari, S. (2010). “Analysis of the benefits and costs of construction craft training in the United States based on expert perceptions and industry data.” Constr. Manage. Econ., 28(12), 1269–1285.
Watanuki, K., and Kojima, K. (2007). “Knowledge acquisition and job training for advanced technical skills using immersive virtual environment.” J. Adv. Mech. Des. Syst. Manuf., 1(1), 48–57.
Watson, P., and Workman, E. A. (1981). “The non-concurrent multiple baseline across-individuals design: An extension of the traditional multiple baseline design.” J. Behav. Ther. Exp. Psychiatry, 12(3), 257–259.
Wilkins, J. R. (2011). “Construction workers’ perceptions of health and safety training programmes.” Constr. Manage. Econ., 29(10), 1017–1026.
Williamsen, M. (2013). “Near-miss reporting.” Prof. Saf., 58(5), 46–50.
Wolf, M. M., and Risley, T. R. (1971). “Reinforcement: Applied research.” Nat. Reinforcement, 9, 310–325.
Worthen, J. B., and Hunt, R. R. (2011). Mnemonology mnemonics for the 21st century, Psychology Press, New York.
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Journal of Construction Engineering and Management
Volume 140 • Issue 7 • July 2014
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© 2014 American Society of Civil Engineers.
History
Received: Sep 27, 2013
Accepted: Feb 19, 2014
Published online: Apr 3, 2014
Published in print: Jul 1, 2014
Discussion open until: Sep 3, 2014
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