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Published in: Transportation 1/2020

10-12-2018

A new twist on the gig economy: conducting surveys on Amazon Mechanical Turk

Authors: Laurie A. Garrow, Ziran Chen, Mohammad Ilbeigi, Virginie Lurkin

Published in: Transportation | Issue 1/2020

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Abstract

There is growing interest in using online outsourcing platforms that are part of the “gig economy” to conduct surveys for academic research. This interest has been driven in part by the belief that compared to traditional survey data collection methods, internet-based marketplaces such as Amazon Mechanical Turk (MTurk) enable one to collect survey data cheaper and faster from a larger, more diverse participant pool. However, many have questioned whether models based on survey data from these online marketplaces are similar to models based on survey data from more traditional platforms. To investigate this research question, we used MTurk and Qualtrics (a traditional market research firm) to survey air travelers. Our results showed that MTurk and Qualtrics respondents had distinct socio-demographic characteristics, but we found no statistical evidence for different air trip characteristics. In our data, proportionately more MTurk respondents were in the younger, single, male, and lower-income categories than for Qualtrics respondents. We found that airline itinerary choice models estimated from the MTurk and Qualtrics survey data were similar, with the key difference related to price sensitivities. Although our results provide evidence that MTurk can be used for travel demand modeling applications, we offer words of caution for others planning to conduct surveys in online marketplaces, particularly for those seeking to recruit more than 1000 participants or for those targeting specific geographic areas.

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Footnotes
1
Airlines’ logos and names have been replaced with generic logos and names.
 
2
The amount of time spent launching and managing new HITs was less than an hour a day for a graduate student. The key impact was that the survey execution took us longer than expected because we needed to launch more HITs with a smaller number of target survey respondents associated with each HIT in order to keep the HIT towards the top of the screen where potential respondents were more likely to see the HIT.
 
3
Note that for a 90% confidence interval, preferences for departure time of day and elapsed times are also statistically different.
 
4
As part of our analysis, we estimated several MNL models. In general, interacting fare with income did not improve model fit, whereas interacting fare with age did.
 
Literature
go back to reference Berinsky, A.J., Huber, G.A., Lenz, G.S.: Evaluating online labor markets for experimental research: Amazon.com’s Mechanical Turk. Polit. Anal. 20(3), 351–368 (2012)CrossRef Berinsky, A.J., Huber, G.A., Lenz, G.S.: Evaluating online labor markets for experimental research: Amazon.com’s Mechanical Turk. Polit. Anal. 20(3), 351–368 (2012)CrossRef
go back to reference Buhrmester, M., Kwang, T., Gosling, S.D.: Amazon’s Mechanical Turk: a new source of inexpensive, yet high-quality, data? Perspect. Psychol. Sci. 6(1), 3–5 (2011)CrossRef Buhrmester, M., Kwang, T., Gosling, S.D.: Amazon’s Mechanical Turk: a new source of inexpensive, yet high-quality, data? Perspect. Psychol. Sci. 6(1), 3–5 (2011)CrossRef
go back to reference Cantor, D.E., Blackhurst, J.V., Cortes, J.D.: The clock is ticking: the role of uncertainty, egulatory focus, and level of risk on supply chain disruption decision making behavior. Transp. Res. Part E 72, 159–172 (2014)CrossRef Cantor, D.E., Blackhurst, J.V., Cortes, J.D.: The clock is ticking: the role of uncertainty, egulatory focus, and level of risk on supply chain disruption decision making behavior. Transp. Res. Part E 72, 159–172 (2014)CrossRef
go back to reference Chandler, J., Mueller, P., Paolacci, G.: Nonnaïveté among Amazon Mechanical Turk workers: consequences and solutions for behavioral researchers. Behav. Res. Methods 46(1), 112–130 (2014)CrossRef Chandler, J., Mueller, P., Paolacci, G.: Nonnaïveté among Amazon Mechanical Turk workers: consequences and solutions for behavioral researchers. Behav. Res. Methods 46(1), 112–130 (2014)CrossRef
go back to reference Haboucha, C.J., Ishaq, R., Shiftan, Y.: User preferences regarding autonomous vehicles. Transp. Res. Part C 78, 37–49 (2017)CrossRef Haboucha, C.J., Ishaq, R., Shiftan, Y.: User preferences regarding autonomous vehicles. Transp. Res. Part C 78, 37–49 (2017)CrossRef
go back to reference Harmes, P.D.: Caution! MTurk workers ahead—fines doubled. Ind. Organ. Psychol. 8(2), 183–190 (2015)CrossRef Harmes, P.D.: Caution! MTurk workers ahead—fines doubled. Ind. Organ. Psychol. 8(2), 183–190 (2015)CrossRef
go back to reference Helveston, J.P., Lui, Y., Feit, E.M., Fuchs, E., Klampfl, E., Michalek, J.: Will subsidies drive electric vehicle adoption? Measuring consumer preferences in the U.S. and China. Transp. Res. Part A 73, 96–112 (2015)CrossRef Helveston, J.P., Lui, Y., Feit, E.M., Fuchs, E., Klampfl, E., Michalek, J.: Will subsidies drive electric vehicle adoption? Measuring consumer preferences in the U.S. and China. Transp. Res. Part A 73, 96–112 (2015)CrossRef
go back to reference Highhouse, S., Zhang, D.: The new fruit fly for applied psychological research. Ind and Organ. Psychol. 8(2), 179–183 (2015)CrossRef Highhouse, S., Zhang, D.: The new fruit fly for applied psychological research. Ind and Organ. Psychol. 8(2), 179–183 (2015)CrossRef
go back to reference Krupa, J.S., Rizzo, D.M., Eppstein, M.J., Lanute, D.B., Gaalema, D.E., Lakkaraju, K., Warrender, C.E.: Analysis of a consumer survey on plug-in hybrid electric vehicles. Transp. Res. Part A 64, 14–31 (2014) Krupa, J.S., Rizzo, D.M., Eppstein, M.J., Lanute, D.B., Gaalema, D.E., Lakkaraju, K., Warrender, C.E.: Analysis of a consumer survey on plug-in hybrid electric vehicles. Transp. Res. Part A 64, 14–31 (2014)
go back to reference Kuek, S.C., Paradi-Guilford, C., Foyomi, T., Imalzumi, S., Ipeiotis, P.: The global opportunity in online outsourcing. World Bank Group Report Number ACS14228 (2015) Kuek, S.C., Paradi-Guilford, C., Foyomi, T., Imalzumi, S., Ipeiotis, P.: The global opportunity in online outsourcing. World Bank Group Report Number ACS14228 (2015)
go back to reference Landers, R.N., Behrend, T.S.: An inconvenient truth: arbitrary distinctions between organizational, Mechanical Turk and other convenience samples. Ind. Organ. Psychol. 8(2), 142–164 (2015)CrossRef Landers, R.N., Behrend, T.S.: An inconvenient truth: arbitrary distinctions between organizational, Mechanical Turk and other convenience samples. Ind. Organ. Psychol. 8(2), 142–164 (2015)CrossRef
go back to reference Louviere, J.L., Hensher, D.A., Swait, J.D.: Stated choice methods: analysis and application. Cambridge University Press, Cambridge (2000)CrossRef Louviere, J.L., Hensher, D.A., Swait, J.D.: Stated choice methods: analysis and application. Cambridge University Press, Cambridge (2000)CrossRef
go back to reference Lurkin, V., Garrow, L.A., Higgins, M.J., Newman, J.P., Schyns, M.: Accounting for price endogeneity in airline itinerary choice models: an application to Continental U.S. markets. Transp. Res. Part A 100, 228–246 (2017) Lurkin, V., Garrow, L.A., Higgins, M.J., Newman, J.P., Schyns, M.: Accounting for price endogeneity in airline itinerary choice models: an application to Continental U.S. markets. Transp. Res. Part A 100, 228–246 (2017)
go back to reference Nicolae, M., Ferguson, M., Garrow, L.: Measuring the benefit of offering auxiliary services: do bag-checkers differ in their sensitivities to differences in airline itinerary attributes? Prod. Oper. Manag. 25(10), 1689–1708 (2016)CrossRef Nicolae, M., Ferguson, M., Garrow, L.: Measuring the benefit of offering auxiliary services: do bag-checkers differ in their sensitivities to differences in airline itinerary attributes? Prod. Oper. Manag. 25(10), 1689–1708 (2016)CrossRef
go back to reference Rand, D.G.: The promise of Mechanical Turk: how online labor markets can help theorists run behavioral experiments. J. Theor. Biol. 299, 172–179 (2012)CrossRef Rand, D.G.: The promise of Mechanical Turk: how online labor markets can help theorists run behavioral experiments. J. Theor. Biol. 299, 172–179 (2012)CrossRef
go back to reference Ross, J., Irani, I., Silberman, M.S., Zaldivar, A., Tomlinson, B.: Who are the crowdworkers?: Shifting demographics in Amazon Mechanical Turk. In: CHI EA 2010 (2863-2872) (2010) Ross, J., Irani, I., Silberman, M.S., Zaldivar, A., Tomlinson, B.: Who are the crowdworkers?: Shifting demographics in Amazon Mechanical Turk. In: CHI EA 2010 (2863-2872) (2010)
go back to reference Schmidt, G.B.: Fifty days an MTurk worker: the social and motivational context for Amazon Mechanical Turk workers. Ind. Organ. Psychol. 8(2), 165–171 (2015)CrossRef Schmidt, G.B.: Fifty days an MTurk worker: the social and motivational context for Amazon Mechanical Turk workers. Ind. Organ. Psychol. 8(2), 165–171 (2015)CrossRef
go back to reference Sheskin, D.J.: Parametric and Nonparametric Statistical Procedures. CRC, Boca Raton (2000) Sheskin, D.J.: Parametric and Nonparametric Statistical Procedures. CRC, Boca Raton (2000)
go back to reference Smith, N.A., Sabat, I.E., Martinez, L.R., Weaver, K., Xu, S.: A convenient solution: using MTurk to sample from hard-to-reach populations. Ind. Organ. Psychol. 8(2), 220–228 (2015)CrossRef Smith, N.A., Sabat, I.E., Martinez, L.R., Weaver, K., Xu, S.: A convenient solution: using MTurk to sample from hard-to-reach populations. Ind. Organ. Psychol. 8(2), 220–228 (2015)CrossRef
Metadata
Title
A new twist on the gig economy: conducting surveys on Amazon Mechanical Turk
Authors
Laurie A. Garrow
Ziran Chen
Mohammad Ilbeigi
Virginie Lurkin
Publication date
10-12-2018
Publisher
Springer US
Published in
Transportation / Issue 1/2020
Print ISSN: 0049-4488
Electronic ISSN: 1572-9435
DOI
https://doi.org/10.1007/s11116-018-9962-8

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