Presenting Amazon's Mechanical Turk as more than just a data sample – A study of MTurker experiences

Adams, G. A., King, L. A., & King, D. W. (1996). ‘Relationships of job and family involvement, family social support, and work–family conflict with job and life satisfaction’. Journal of Applied Psychology, 81:4, 411. AdamsG. A. KingL. A. KingD. W. 1996 ‘Relationships of job and family involvement, family social support, and work–family conflict with job and life satisfaction’ Journal of Applied Psychology 81 4 411 10.1037/0021-9010.81.4.411 Search in Google Scholar

Aguinis, H., & Lawal, S. O. (2013). ‘eLancing: A review and research agenda for bridging the science–practice gap’. Human Resource Management Review, 23:1, 6–17. AguinisH. LawalS. O. 2013 ‘eLancing: A review and research agenda for bridging the science–practice gap’ Human Resource Management Review 23 1 6 17 10.1016/j.hrmr.2012.06.003 Search in Google Scholar

Allan, B. A., Autin, K. L., & Duffy, R. D. (2014). ‘Examining social class and work meaning within the psychology of working framework’. Journal of Career Assessment, 22:4, 543–561. AllanB. A. AutinK. L. DuffyR. D. 2014 ‘Examining social class and work meaning within the psychology of working framework’ Journal of Career Assessment 22 4 543 561 10.1177/1069072713514811 Search in Google Scholar

Amazon Web Services, Inc. (2020). Setting Up Accounts and Tools. Retrieved from https://docs.aws.amazon.com/AWSMechTurk/latest/AWSMechanicalTurkGettingStartedGuide/SetUp.html Amazon Web Services, Inc 2020 Setting Up Accounts and Tools Retrieved from https://docs.aws.amazon.com/AWSMechTurk/latest/AWSMechanicalTurkGettingStartedGuide/SetUp.html Search in Google Scholar

Blustein, D. L. (2006). The psychology of working: A new perspective for career development, counseling, and public policy. Mahwah, NJ: Erlbaum. BlusteinD. L. 2006 The psychology of working: A new perspective for career development, counseling, and public policy Mahwah, NJ Erlbaum Search in Google Scholar

Blustein, D. (2013). The psychology of working: A new perspective for career development, counseling, and public policy. Routledge. BlusteinD. 2013 The psychology of working: A new perspective for career development, counseling, and public policy Routledge Search in Google Scholar

Blustein, D. L., Kenna, A. C., Gill, N., & DeVoy, J. E. (2008). The psychology of working: A new framework for counseling practice and public policy. The Career Development Quarterly, 56:4, 294–308. BlusteinD. L. KennaA. C. GillN. DeVoyJ. E. 2008 The psychology of working: A new framework for counseling practice and public policy The Career Development Quarterly 56 4 294 308 10.1002/j.2161-0045.2008.tb00095.x Search in Google Scholar

Boswell, W. R., Olson-Buchanan, J. B., & LePine, M. A. (2004). ‘Relations between stress and work outcomes: The role of felt challenge, job control, and psychological strain’. Journal of Vocational Behavior, 64:1, 165–181. BoswellW. R. Olson-BuchananJ. B. LePineM. A. 2004 ‘Relations between stress and work outcomes: The role of felt challenge, job control, and psychological strain’ Journal of Vocational Behavior 64 1 165 181 10.1016/S0001-8791(03)00049-6 Search in Google Scholar

Brawley, A. M., & Pury, C. L. (2016). ‘Work experiences on MTurk: Job satisfaction, turnover, and information sharing’. Computers in Human Behavior, 54, 531–546. BrawleyA. M. PuryC. L. 2016 ‘Work experiences on MTurk: Job satisfaction, turnover, and information sharing’ Computers in Human Behavior 54 531 546 10.1016/j.chb.2015.08.031 Search in Google Scholar

Bucher, E., Fieseler, C., & Lutz, C. (2019). ‘Mattering in digital labor’. Journal of Managerial Psychology. BucherE. FieselerC. LutzC. 2019 ‘Mattering in digital labor’ Journal of Managerial Psychology 10.1108/JMP-06-2018-0265 Search in Google Scholar

Buhrmester, M., Kwang, T., & Gosling, S. D. (2011). ‘Amazon's Mechanical Turk: A new source of inexpensive, yet high-quality, data?’. Perspectives on Psychological Science, 6:1, 3–5. BuhrmesterM. KwangT. GoslingS. D. 2011 ‘Amazon's Mechanical Turk: A new source of inexpensive, yet high-quality, data?’ Perspectives on Psychological Science 6 1 3 5 10.1177/1745691610393980 Search in Google Scholar

Burnham, M. J., Le, Y. K., & Piedmont, R. L. (2018). ‘Who is Mturk? Personal characteristics and sample consistency of these online workers’. Mental Health, Religion & Culture, 21:9–10, 934–944. BurnhamM. J. LeY. K. PiedmontR. L. 2018 ‘Who is Mturk? Personal characteristics and sample consistency of these online workers’ Mental Health, Religion & Culture 21 9–10 934 944 10.1080/13674676.2018.1486394 Search in Google Scholar

Business Reporter. (2017). The top five advantages and disadvantages of gig economy workers. https://business-reporter.co.uk/2017/12/28/top-five-advantages-disadvantages-gig-economy-workers/ [Accessed 31 March 2018] Business Reporter 2017 The top five advantages and disadvantages of gig economy workers https://business-reporter.co.uk/2017/12/28/top-five-advantages-disadvantages-gig-economy-workers/ [Accessed 31 March 2018] Search in Google Scholar

Caldwell, D. F., O’Reilly, C. A., & Morris, J. H. (1983). ‘Responses to an organizational reward: A field test of the sufficiency of justification hypothesis’. Journal of Personality and Social Psychology, 44:3, 506. CaldwellD. F. O’ReillyC. A. MorrisJ. H. 1983 ‘Responses to an organizational reward: A field test of the sufficiency of justification hypothesis’ Journal of Personality and Social Psychology 44 3 506 10.1037/0022-3514.44.3.506 Search in Google Scholar

Cammann, C., & Fichman, M. J. D., & Klesh, J. (1979). The Michigan organizational assessment questionnaire. CammannC. FichmanM. J. D. KleshJ. 1979 The Michigan organizational assessment questionnaire Search in Google Scholar

Cascio, W. F., & Aguinis, H. (2008). ‘Research in industrial and organizational psychology from 1963 to 2007: changes, choices, and trends’. Journal of Applied Psychology, 93:5, 1062. CascioW. F. AguinisH. 2008 ‘Research in industrial and organizational psychology from 1963 to 2007: changes, choices, and trends’ Journal of Applied Psychology 93 5 1062 10.1037/0021-9010.93.5.1062 Search in Google Scholar

Cheung, J. H., Burns, D. K., Sinclair, R. R., & Sliter, M. (2017). ‘Amazon Mechanical Turk in organizational psychology: An evaluation and practical recommendations’. Journal of Business and Psychology, 32:4, 347–361. CheungJ. H. BurnsD. K. SinclairR. R. SliterM. 2017 ‘Amazon Mechanical Turk in organizational psychology: An evaluation and practical recommendations’ Journal of Business and Psychology 32 4 347 361 10.1007/s10869-016-9458-5 Search in Google Scholar

Chandler, J., Mueller, P., & Paolacci, G. (2014). ‘Nonnaïveté among Amazon Mechanical Turk workers: Consequences and solutions for behavioral researchers’. Behavior Research Methods, 46:1, 112–130. ChandlerJ. MuellerP. PaolacciG. 2014 ‘Nonnaïveté among Amazon Mechanical Turk workers: Consequences and solutions for behavioral researchers’ Behavior Research Methods 46 1 112 130 10.3758/s13428-013-0365-7 Search in Google Scholar

Cohen, S., Kamarck, T., & Mermelstein, R. (1994). Perceived stress scale. Measuring stress: A guide for health and social scientists. CohenS. KamarckT. MermelsteinR. 1994 Perceived stress scale. Measuring stress: A guide for health and social scientists Search in Google Scholar

Conley, T. G. (1999). ‘GMM estimation with cross sectional dependence’. Journal of Econometrics, 92:1, 1–45. ConleyT. G. 1999 ‘GMM estimation with cross sectional dependence’ Journal of Econometrics 92 1 1 45 10.1016/S0304-4076(98)00084-0 Search in Google Scholar

DePillis, L. (2018). For gig eceonomy workers in these states, rights are at risk. CNNMoney. http://money.cnn.com/2018/03/14/news/economy/handygig-economy-workers/index.html [Accessed 30 January 2019]. DePillisL. 2018 For gig eceonomy workers in these states, rights are at risk CNNMoney. http://money.cnn.com/2018/03/14/news/economy/handygig-economy-workers/index.html [Accessed 30 January 2019]. Search in Google Scholar

Diemer, M. A., & Rasheed Ali, S. (2009). ‘Integrating social class into vocational psychology: Theory and practice implications’. Journal of Career Assessment, 17:3, 247–265. DiemerM. A. Rasheed AliS. 2009 ‘Integrating social class into vocational psychology: Theory and practice implications’ Journal of Career Assessment 17 3 247 265 10.1177/1069072708330462 Search in Google Scholar

Diener, E. D., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). ‘The satisfaction with life scale’. Journal of Personality Assessment, 49:1, 71–75. DienerE. D. EmmonsR. A. LarsenR. J. GriffinS. 1985 ‘The satisfaction with life scale’ Journal of Personality Assessment 49 1 71 75 10.1037/t01069-000 Search in Google Scholar

Duane, A., & O’Reilly, P. (2017). A conceptual stages-of-growth model for managing a social media business profile. The Irish Journal of Management, 36:2, 78–98. DuaneA. O’ReillyP. 2017 A conceptual stages-of-growth model for managing a social media business profile The Irish Journal of Management 36 2 78 98 10.1515/ijm-2017-0015 Search in Google Scholar

Duffy, R. D., Blustein, D. L., Diemer, M. A., & Autin, K. L. (2016). ‘The psychology of working theory’. Journal of Counseling Psychology, 63:2, 127. DuffyR. D. BlusteinD. L. DiemerM. A. AutinK. L. 2016 ‘The psychology of working theory’ Journal of Counseling Psychology 63 2 127 10.1037/cou0000140 Search in Google Scholar

Duffy, R. D., Bott, E. M., Allan, B. A., & Torrey, C. L. (2013). ‘Examining a model of life satisfaction among unemployed adults’. Journal of Counseling Psychology, 60:1, 53. DuffyR. D. BottE. M. AllanB. A. TorreyC. L. 2013 ‘Examining a model of life satisfaction among unemployed adults’ Journal of Counseling Psychology 60 1 53 10.1037/a0030771 Search in Google Scholar

Duffy, R. D., Diemer, M. A., & Jadidian, A. (2012). ‘The development and initial validation of the Work Volition Scale–Student Version’. The Counseling Psychologist, 40:2, 291–319. DuffyR. D. DiemerM. A. JadidianA. 2012 ‘The development and initial validation of the Work Volition Scale–Student Version’ The Counseling Psychologist 40 2 291 319 10.1177/0011000011417147 Search in Google Scholar

Duffy, R. D., Diemer, M. A., Perry, J. C., Laurenzi, C., & Torrey, C. L. (2012). ‘The construction and initial validation of the Work Volition Scale’. Journal of Vocational Behavior, 80:2, 400–411. DuffyR. D. DiemerM. A. PerryJ. C. LaurenziC. TorreyC. L. 2012 ‘The construction and initial validation of the Work Volition Scale’ Journal of Vocational Behavior 80 2 400 411 10.1016/j.jvb.2011.04.002 Search in Google Scholar

Gong, B., Ramkissoon, A., Greenwood, R. A., & Hoyte, D. S. (2018). ‘The Generation for Change: Millennials, Their Career Orientation, and Role Innovation’. Journal of Managerial Issues, 30:1, 82–6. GongB. RamkissoonA. GreenwoodR. A. HoyteD. S. 2018 ‘The Generation for Change: Millennials, Their Career Orientation, and Role Innovation’ Journal of Managerial Issues 30 1 82 6 Search in Google Scholar

Hannák, A., Wagner, C., Garcia, D., Mislove, A., Strohmaier, M., & Wilson, C. (2017). Bias in online freelance marketplaces: Evidence from taskrabbit and fiverr. In Proceedings of the 2017 ACM conference on computer supported cooperative work and social computing (pp. 1914–1933). HannákA. WagnerC. GarciaD. MisloveA. StrohmaierM. WilsonC. 2017 Bias in online freelance marketplaces: Evidence from taskrabbit and fiverr In Proceedings of the 2017 ACM conference on computer supported cooperative work and social computing 1914 1933 10.1145/2998181.2998327 Search in Google Scholar

Heeks, R. (2017). Decent work and the digital gig economy: a developing country perspective on employment impacts and standards in online outsourcing, crowdwork, etc. Development Informatics Working Paper, (71). HeeksR. 2017 Decent work and the digital gig economy: a developing country perspective on employment impacts and standards in online outsourcing, crowdwork, etc Development Informatics Working Paper (71). 10.2139/ssrn.3431033 Search in Google Scholar

Houston, B. K. (1972). ‘Control over stress, locus of control, and response to stress’. Journal of Personality and Social Psychology, 21:2, 249. HoustonB. K. 1972 ‘Control over stress, locus of control, and response to stress’ Journal of Personality and Social Psychology 21 2 249 10.1037/h0032328 Search in Google Scholar

Horton, J., & Tucker, F. (2014). ‘Disabilities in academic workplaces: Experiences of human and physical geographers’. Transactions of the Institute of British Geographers, 39:1, 76–89. HortonJ. TuckerF. 2014 ‘Disabilities in academic workplaces: Experiences of human and physical geographers’ Transactions of the Institute of British Geographers 39 1 76 89 10.1111/tran.12009 Search in Google Scholar

HR.org Legal Resources. (2020). Policies to Consider in the Gig Economy. Retrieved from https://www.hg.org/legal-articles/policies-to-consider-in-the-gig-economy-51885 HR.org Legal Resources 2020 Policies to Consider in the Gig Economy Retrieved from https://www.hg.org/legal-articles/policies-to-consider-in-the-gig-economy-51885 Search in Google Scholar

Huston, A. C., & Bentley, A. C. (2010). ‘Human development in societal context’. Annual Review of Psychology, 61, 411–437. HustonA. C. BentleyA. C. 2010 ‘Human development in societal context’ Annual Review of Psychology 61 411 437 10.1146/annurev.psych.093008.100442 Search in Google Scholar

Huff, C., & Tingley, D. (2015). ‘“Who are these people?” Evaluating the demographic characteristics and political preferences of MTurk survey respondents’. Research & Politics, 2:3, 2053168015604648. HuffC. TingleyD. 2015 ‘“Who are these people?” Evaluating the demographic characteristics and political preferences of MTurk survey respondents’ Research & Politics 2 3 2053168015604648. 10.1177/2053168015604648 Search in Google Scholar

Ipeirotis, P. (2010). Demographics of Mechanical Turk. Working Paper CeDER-10-01, New York University, Stern School of Business. Available at http://hdl.handle.net/2451/29585 IpeirotisP. 2010 Demographics of Mechanical Turk Working Paper CeDER-10-01, New York University, Stern School of Business. Available at http://hdl.handle.net/2451/29585 Search in Google Scholar

Jacobs, S. J., & Blustein, D. L. (2008). ‘Mindfulness as a coping mechanism for employment uncertainty’. The Career Development Quarterly, 57:2, 174–180. JacobsS. J. BlusteinD. L. 2008 ‘Mindfulness as a coping mechanism for employment uncertainty’ The Career Development Quarterly 57 2 174 180 10.1002/j.2161-0045.2008.tb00045.x Search in Google Scholar

Jabagi, N., Croteau, A. M., Audebrand, L. K., & Marsan, J. (2019). ‘Gig-workers’ motivation: thinking beyond carrots and sticks’. Journal of Managerial Psychology. JabagiN. CroteauA. M. AudebrandL. K. MarsanJ. 2019 ‘Gig-workers’ motivation: thinking beyond carrots and sticks’ Journal of Managerial Psychology 10.1108/JMP-06-2018-0255 Search in Google Scholar

Keith, M.G., Tay, L. and Harms, P.D. (2017). ‘Systems perspective of Amazon Mechanical Turk for organizational research: review and recommendations.’ Frontiers in Psychology, 8:1, 1–19. KeithM.G. TayL. HarmsP.D. 2017 ‘Systems perspective of Amazon Mechanical Turk for organizational research: review and recommendations.’ Frontiers in Psychology 8 1 1 19 10.3389/fpsyg.2017.01359 Search in Google Scholar

Kuhn, K. M., & Galloway, T. L. (2019). ‘Expanding perspectives on gig work and gig workers’. Journal of Managerial Psychology. KuhnK. M. GallowayT. L. 2019 ‘Expanding perspectives on gig work and gig workers’ Journal of Managerial Psychology 10.1108/JMP-05-2019-507 Search in Google Scholar

Lambert, S. J. (1990). ‘Processes linking work and family: A critical review and research agenda’. Human Relations, 43:3, 239–257. LambertS. J. 1990 ‘Processes linking work and family: A critical review and research agenda’ Human Relations 43 3 239 257 10.1177/001872679004300303 Search in Google Scholar

Leana, C. R., & Feldman, D. C. (1995). ‘Finding new jobs after a plant closing: Antecedents and outcomes of the occurrence and quality of reemployment’. Human Relations, 48:12, 1381–1401. LeanaC. R. FeldmanD. C. 1995 ‘Finding new jobs after a plant closing: Antecedents and outcomes of the occurrence and quality of reemployment’ Human Relations 48 12 1381 1401 10.1177/001872679504801201 Search in Google Scholar

Lee, S., & Kim, D. Y. (2018). ‘The effect of hedonic and utilitarian values on satisfaction and loyalty of Airbnb users’. International Journal of Contemporary Hospitality Management. LeeS. KimD. Y. 2018 ‘The effect of hedonic and utilitarian values on satisfaction and loyalty of Airbnb users’ International Journal of Contemporary Hospitality Management 10.1108/IJCHM-09-2016-0504 Search in Google Scholar

Lefcourt, H. M. (Ed.). (2013). Research with the locus of control construct: extensions and limitations. Elsevier. LefcourtH. M. (Ed.). 2013 Research with the locus of control construct: extensions and limitations Elsevier Search in Google Scholar

Liden, R. C., Wayne, S. J., Kraimer, M. L., & Sparrowe, R. T. (2003). ‘The dual commitments of contingent workers: An examination of contingents’ commitment to the agency and the organization’. Journal of Organizational Behavior: The International Journal of Industrial, Occupational and Organizational Psychology and Behavior, 24:5, 609–625. LidenR. C. WayneS. J. KraimerM. L. SparroweR. T. 2003 ‘The dual commitments of contingent workers: An examination of contingents’ commitment to the agency and the organization’ Journal of Organizational Behavior: The International Journal of Industrial, Occupational and Organizational Psychology and Behavior 24 5 609 625 10.1002/job.208 Search in Google Scholar

Little, G., Chilton, L. B., Goldman, M., & Miller, R. C. (2009). ‘Turkit: tools for iterative tasks on mechanical turk’. In Proceedings of the ACM SIGKDD workshop on human computation (pp. 29–30). LittleG. ChiltonL. B. GoldmanM. MillerR. C. 2009 ‘Turkit: tools for iterative tasks on mechanical turk’ In Proceedings of the ACM SIGKDD workshop on human computation 29 30 10.1145/1600150.1600159 Search in Google Scholar

London, M. (2014). ‘Career barriers: How people experience, overcome, and avoid failure’. Psychology Press. LondonM. 2014 ‘Career barriers: How people experience, overcome, and avoid failure’ Psychology Press Search in Google Scholar

Mantler, J., Matejicek, A., Matheson, K., & Anisman, H. (2005). ‘Coping with employment uncertainty: a comparison of employed and unemployed workers’. Journal of Occupational Health Psychology, 10:3, 200. MantlerJ. MatejicekA. MathesonK. AnismanH. 2005 ‘Coping with employment uncertainty: a comparison of employed and unemployed workers’ Journal of Occupational Health Psychology 10 3 200 10.1037/1076-8998.10.3.200 Search in Google Scholar

Malka, A., & Chatman, J. A. (2003). ‘Intrinsic and extrinsic work orientations as moderators of the effect of annual income on subjective well-being: A longitudinal study’. Personality and Social Psychology Bulletin, 29:6, 737–746. MalkaA. ChatmanJ. A. 2003 ‘Intrinsic and extrinsic work orientations as moderators of the effect of annual income on subjective well-being: A longitudinal study’ Personality and Social Psychology Bulletin 29 6 737 746 10.1177/0146167203029006006 Search in Google Scholar

Maslow, A. (1968). ‘Some educational implications of the humanistic psychologies’. Harvard Educational Review, 38:4, 685–696. MaslowA. 1968 ‘Some educational implications of the humanistic psychologies’ Harvard Educational Review 38 4 685 696 10.17763/haer.38.4.j07288786v86w660 Search in Google Scholar

Manyika J, Lund S, Bughin J, Robinson K, Mischke J, Mahajan D. (2016). ‘Independent work: Choice, necessity, and the gig economy’. McKinsey Global Institute. ManyikaJ LundS BughinJ RobinsonK MischkeJ MahajanD 2016 ‘Independent work: Choice, necessity, and the gig economy’ McKinsey Global Institute Search in Google Scholar

Michel, J. S., O’Neill, S. K., Hartman, P., & Lorys, A. (2018). ‘Amazon's Mechanical Turk as a viable source for organizational and occupational health research’. Occupational Health Science, 2:1, 83–98. MichelJ. S. O’NeillS. K. HartmanP. LorysA. 2018 ‘Amazon's Mechanical Turk as a viable source for organizational and occupational health research’ Occupational Health Science 2 1 83 98 10.1007/s41542-017-0009-x Search in Google Scholar

Neter, J., Kutner, M.H., Nachtsheim, C.J. and Wasserman, W. (1996). Applied linear statistical models, Irwin, Chicago, IL. NeterJ. KutnerM.H. NachtsheimC.J. WassermanW. 1996 Applied linear statistical models Irwin Chicago, IL Search in Google Scholar

Ravenelle, A. J. (2019). ‘“We’re not uber:” control, autonomy, and entrepreneurship in the gig economy’. Journal of Managerial Psychology. RavenelleA. J. 2019 ‘“We’re not uber:” control, autonomy, and entrepreneurship in the gig economy’ Journal of Managerial Psychology 10.1108/JMP-06-2018-0256 Search in Google Scholar

Reddy, S., Estrin, D., Hansen, M., & Srivastava, M. (September, 2010). ‘Examining micro-payments for participatory sensing data collections’. In Proceedings of the 12th ACM international conference on Ubiquitous computing (pp. 33–36). ReddyS. EstrinD. HansenM. SrivastavaM. September 2010 ‘Examining micro-payments for participatory sensing data collections’ In Proceedings of the 12th ACM international conference on Ubiquitous computing 33 36 10.1145/1864349.1864355 Search in Google Scholar

Rubery, J., Grimshaw, D., Keizer, A., & Johnson, M. (2018). ‘Challenges and contradictions in the ‘normalising’ of precarious work’. Work, Employment and Society, 32(3), 509–527. RuberyJ. GrimshawD. KeizerA. JohnsonM. 2018 ‘Challenges and contradictions in the ‘normalising’ of precarious work’ Work, Employment and Society 32 3 509 527 10.1177/0950017017751790 Search in Google Scholar

Shapiro, D. N., Chandler, J., & Mueller, P. A. (2013). Using Mechanical Turk to study clinical populations. Clinical Psychological Science, 1:2, 213–220. ShapiroD. N. ChandlerJ. MuellerP. A. 2013 Using Mechanical Turk to study clinical populations Clinical Psychological Science 1 2 213 220 10.1177/2167702612469015 Search in Google Scholar

SherpaShare. (2015). The top demographic trends of the on-demand workforce. https://sherpashare.com/share/the-top-demographic-trends-of-the-on-demand-workforce/ [Accessed 31 March 2018]. SherpaShare 2015 The top demographic trends of the on-demand workforcehttps://sherpashare.com/share/the-top-demographic-trends-of-the-on-demand-workforce/ [Accessed 31 March 2018]. Search in Google Scholar

Spector, P. E. (1982). ‘Behavior in organizations as a function of employee's locus of control’. Psychological Bulletin, 91:3, 482. SpectorP. E. 1982 ‘Behavior in organizations as a function of employee's locus of control’ Psychological Bulletin 91 3 482 10.1037/0033-2909.91.3.482 Search in Google Scholar

Spielberger, C. D., Vagg, P. R., & Wasala, C. F. (2003). Occupational stress: Job pressures and lack of support. SpielbergerC. D. VaggP. R. WasalaC. F. 2003 Occupational stress: Job pressures and lack of support 10.1037/10474-009 Search in Google Scholar

Stewart, N., Ungemach, C., Harris, A. J., Bartels, D. M., Newell, B. R., Paolacci, G., & Chandler, J. (2015). The average laboratory samples a population of 7,300 Amazon Mechanical Turk workers. Judgment and Decision Making, 10:5, 479–491. StewartN. UngemachC. HarrisA. J. BartelsD. M. NewellB. R. PaolacciG. ChandlerJ. 2015 The average laboratory samples a population of 7,300 Amazon Mechanical Turk workers Judgment and Decision Making 10 5 479 491 Search in Google Scholar

Super, D. E. (1953). ‘A theory of vocational development’. American Psychologist, 8(5), 185. SuperD. E. 1953 ‘A theory of vocational development’ American Psychologist 8 5 185 10.1037/h0056046 Search in Google Scholar

The Guardian. (2017). Gig economy ruling has Deliveroo riders without rights and buying their own kit. https://www.theguardian.com/business/2017/nov/19/gig-economy-ruling-deliveroo-riders-equipment-basic-employment-rights [Accessed 31 March 2018]. The Guardian 2017 Gig economy ruling has Deliveroo riders without rights and buying their own kit https://www.theguardian.com/business/2017/nov/19/gig-economy-ruling-deliveroo-riders-equipment-basic-employment-rights [Accessed 31 March 2018]. Search in Google Scholar

Thomas, K. A., & Clifford, S. (2017). Validity and Mechanical Turk: An assessment of exclusion methods and interactive experiments. Computers in Human Behavior, 77, 184–197. ThomasK. A. CliffordS. 2017 Validity and Mechanical Turk: An assessment of exclusion methods and interactive experiments Computers in Human Behavior 77 184 197 10.1016/j.chb.2017.08.038 Search in Google Scholar

Tolentino, J. (2017). The gig economy celebrates working yourself to death. The New Yorker. https://www.newyorker.com/culture/jia-tolentino/the-gig-economy-celebrates-working-yourself-to-death [Accessed 31 March 2018]. TolentinoJ. 2017 The gig economy celebrates working yourself to death The New Yorker. https://www.newyorker.com/culture/jia-tolentino/the-gig-economy-celebrates-working-yourself-to-death [Accessed 31 March 2018]. Search in Google Scholar

Tosti-Kharas, J., & Conley, C. (2016). ‘Coding psychological constructs in text using Mechanical Turk: A reliable, accurate, and efficient alternative’. Frontiers in Psychology, 7, 741. Tosti-KharasJ. ConleyC. 2016 ‘Coding psychological constructs in text using Mechanical Turk: A reliable, accurate, and efficient alternative’ Frontiers in Psychology 7 741 10.3389/fpsyg.2016.00741 Search in Google Scholar

Walters, K., Christakis, D. A., & Wright, D. R. (2018). Are Mechanical Turk worker samples representative of health status and health behaviors in the US?. PloS One, 13(6). WaltersK. ChristakisD. A. WrightD. R. 2018 Are Mechanical Turk worker samples representative of health status and health behaviors in the US? PloS One 13 6 10.1371/journal.pone.0198835 Search in Google Scholar

Zacher, H. (2014). ‘Individual difference predictors of change in career adaptability over time’. Journal of Vocational Behavior, 84:2, 188–198. ZacherH. 2014 ‘Individual difference predictors of change in career adaptability over time’ Journal of Vocational Behavior 84 2 188 198 10.1016/j.jvb.2014.01.001 Search in Google Scholar