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Why are there (almost) no randomised controlled trial-based evaluations of business support programmes?

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  • Margaret Dalziel

    (University of Waterloo)

Abstract

Based on the achievements of randomised controlled trials (RCTs) in medicine, and the need for effective government interventions in support of business, some have advocated for the use of RCTs in the evaluation of business support programmes (BSPs). Notwithstanding these recommendations, the use of RCTs in the evaluation of BSPs has been resisted by (almost) all. Policy makers and managers are correct in their reluctance to undertake RCT-based evaluations for four reasons. First, while RCTs require the random allocation of support, judicious programmes select firms on the basis of potential and amenability to support. Second, while RCTs require treatments that exhibit low variability, the most effective BSPs draw upon substantive knowledge to provide support that is customised. Third, BSPs aim to produce outliers—firms whose performance is exceptional. When outliers are present, very large samples will be required to produce reliable results. Finally, an RCT may not yield a meaningful contribution to knowledge. The strength of an RCT is its ability to estimate the magnitude of the treatment effect under controlled conditions. But where much depends on the nature of participants and circumstances, we seek evidence of what works, for whom, in which circumstances, and why.

Suggested Citation

  • Margaret Dalziel, 2018. "Why are there (almost) no randomised controlled trial-based evaluations of business support programmes?," Palgrave Communications, Palgrave Macmillan, vol. 4(1), pages 1-9, December.
  • Handle: RePEc:pal:palcom:v:4:y:2018:i:1:d:10.1057_s41599-018-0069-9
    DOI: 10.1057/s41599-018-0069-9
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    as
    1. Angus Deaton, 2010. "Instruments, Randomization, and Learning about Development," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 424-455, June.
    2. Raffaello Bronzini & Eleonora Iachini, 2014. "Are Incentives for R&D Effective? Evidence from a Regression Discontinuity Approach," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 100-134, November.
    3. Robert W. Fairlie & Dean Karlan & Jonathan Zinman, 2015. "Behind the GATE Experiment: Evidence on Effects of and Rationales for Subsidized Entrepreneurship Training," American Economic Journal: Economic Policy, American Economic Association, vol. 7(2), pages 125-161, May.
    4. Howells, Jeremy, 2006. "Intermediation and the role of intermediaries in innovation," Research Policy, Elsevier, vol. 35(5), pages 715-728, June.
    5. Czarnitzki, Dirk & Hanel, Petr & Rosa, Julio Miguel, 2011. "Evaluating the impact of R&D tax credits on innovation: A microeconometric study on Canadian firms," Research Policy, Elsevier, vol. 40(2), pages 217-229, March.
    6. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    7. James J. Heckman & Jeffrey A. Smith, 1995. "Assessing the Case for Social Experiments," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 85-110, Spring.
    8. Feldman, Maryann P. & Kelley, Maryellen R., 2006. "The ex ante assessment of knowledge spillovers: Government R&D policy, economic incentives and private firm behavior," Research Policy, Elsevier, vol. 35(10), pages 1509-1521, December.
    9. Martin Ravallion, 2015. "The World Bank: Why It Is Still Needed and Why It Still Disappoints - Working Paper 400," Working Papers 400, Center for Global Development.
    10. Jaffe, Adam B. & Newell, Richard G. & Stavins, Robert N., 2005. "A tale of two market failures: Technology and environmental policy," Ecological Economics, Elsevier, vol. 54(2-3), pages 164-174, August.
    11. Fuchs, Erica R.H., 2010. "Rethinking the role of the state in technology development: DARPA and the case for embedded network governance," Research Policy, Elsevier, vol. 39(9), pages 1133-1147, November.
    12. Angus Deaton & Nancy Cartwright, 2016. "Understanding and Misunderstanding Randomized Controlled Trials," Working Papers august_25.pdf, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
    13. Gary Burtless, 1995. "The Case for Randomized Field Trials in Economic and Policy Research," Journal of Economic Perspectives, American Economic Association, vol. 9(2), pages 63-84, Spring.
    14. Izushi, Hiro, 2003. "Impact of the length of relationships upon the use of research institutes by SMEs," Research Policy, Elsevier, vol. 32(5), pages 771-788, May.
    15. Kevin Morrell, 2008. "The Narrative of ‘Evidence Based’ Management: A Polemic," Journal of Management Studies, Wiley Blackwell, vol. 45(3), pages 613-635, May.
    16. Dougherty, Deborah, 2016. "Taking Advantage of Emergence: Productively Innovating in Complex Innovation Systems," OUP Catalogue, Oxford University Press, number 9780198725299.
    17. Warren Pearce & Sujatha Raman, 2014. "The new randomised controlled trials (RCT) movement in public policy: challenges of epistemic governance," Policy Sciences, Springer;Society of Policy Sciences, vol. 47(4), pages 387-402, December.
    18. Adam B. Jaffe, 2002. "Building Programme Evaluation into the Design of Public Research-Support Programmes," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(1), pages 22-34, Spring.
    19. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    20. David Greenberg & Mark Shroder & Matthew Onstott, 1999. "The Social Experiment Market," Journal of Economic Perspectives, American Economic Association, vol. 13(3), pages 157-172, Summer.
    21. Gustavo A. Crespi & Alessandro Maffioli & Pierre Mohnen & Gonzalo Vázquez, 2011. "Evaluating the Impact of Science, Technology and Innovation Programs: a Methodological Toolkit," SPD Working Papers 1104, Inter-American Development Bank, Office of Strategic Planning and Development Effectiveness (SPD).
    22. Sabrina T. Howell, 2017. "Financing Innovation: Evidence from R&D Grants," American Economic Review, American Economic Association, vol. 107(4), pages 1136-1164, April.
    23. Bruno Crépon & Florencia Devoto & Esther Duflo & William Parienté, 2015. "Estimating the Impact of Microcredit on Those Who Take It Up: Evidence from a Randomized Experiment in Morocco," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 123-150, January.
    24. Mark Freel, 2007. "Are Small Innovators Credit Rationed?," Small Business Economics, Springer, vol. 28(1), pages 23-35, January.
    25. Gabriela Calderon & Jesse M. Cunha & Giacomo De Giorgi, 2020. "Business Literacy and Development: Evidence from a Randomized Controlled Trial in Rural Mexico," Economic Development and Cultural Change, University of Chicago Press, vol. 68(2), pages 507-540.
    26. Rajagopal, 2014. "Organizations and Innovation," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 3, pages 58-86, Palgrave Macmillan.
    27. repec:idb:brikps:62598 is not listed on IDEAS
    28. Autio, Erkko & Rannikko, Heikki, 2016. "Retaining winners: Can policy boost high-growth entrepreneurship?," Research Policy, Elsevier, vol. 45(1), pages 42-55.
    29. Meuleman, Miguel & De Maeseneire, Wouter, 2012. "Do R&D subsidies affect SMEs’ access to external financing?," Research Policy, Elsevier, vol. 41(3), pages 580-591.
    30. Köhler, Christian & Larédo, Philippe & Rammer, Christian, 2012. "Fiscal incentives for business R&D: Compendium of evidence on the effectiveness of innovation policy intervention," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 111472.
    31. Abhijit Banerjee & Esther Duflo & Rachel Glennerster & Cynthia Kinnan, 2015. "The Miracle of Microfinance? Evidence from a Randomized Evaluation," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 22-53, January.
    32. Guido de Blasio & Davide Fantino & Guido Pellegrini, 2015. "Evaluating the impact of innovation incentives: evidence from an unexpected shortage of funds," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(6), pages 1285-1314.
    33. Gavin Murphy & Iulia Siedschlag & John McQuinn, 2017. "Employment protection and industry innovation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(3), pages 379-398.
    34. William Lazonick & Mariana Mazzucato, 2013. "The risk-reward nexus in the innovation-inequality relationship: who takes the risks? Who gets the rewards ?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(4), pages 1093-1128, August.
    35. Esther Duflo & Rema Hanna & Stephen P. Ryan, 2012. "Incentives Work: Getting Teachers to Come to School," American Economic Review, American Economic Association, vol. 102(4), pages 1241-1278, June.
    36. Beise, Marian & Stahl, Harald, 1999. "Public research and industrial innovations in Germany," Research Policy, Elsevier, vol. 28(4), pages 397-422, April.
    37. Deaton, Angus & Cartwright, Nancy, 2018. "Understanding and misunderstanding randomized controlled trials," Social Science & Medicine, Elsevier, vol. 210(C), pages 2-21.
    38. Eom, Boo-Young & Lee, Keun, 2010. "Determinants of industry-academy linkages and, their impact on firm performance: The case of Korea as a latecomer in knowledge industrialization," Research Policy, Elsevier, vol. 39(5), pages 625-639, June.
    39. Pamela Palazzi, 2011. "Taxation and Innovation," OECD Taxation Working Papers 9, OECD Publishing.
    40. Autio, Erkko & Kanninen, Sami & Gustafsson, Robin, 2008. "First- and second-order additionality and learning outcomes in collaborative R&D programs," Research Policy, Elsevier, vol. 37(1), pages 59-76, February.
    41. Andrés Barge-Gil & Aurelia Modrego, 2011. "The impact of research and technology organizations on firm competitiveness. Measurement and determinants," The Journal of Technology Transfer, Springer, vol. 36(1), pages 61-83, February.
    42. Cumming, Douglas J. & Fischer, Eileen, 2012. "Publicly funded business advisory services and entrepreneurial outcomes," Research Policy, Elsevier, vol. 41(2), pages 467-481.
    43. Yael V. Hochberg, 2016. "Accelerating Entrepreneurs and Ecosystems: The Seed Accelerator Model," Innovation Policy and the Economy, University of Chicago Press, vol. 16(1), pages 25-51.
    44. Leighton Andrews, 2017. "How can we demonstrate the public value of evidence-based policy making when government ministers declare that the people ‘have had enough of experts’?," Palgrave Communications, Palgrave Macmillan, vol. 3(1), pages 1-9, December.
    45. Dirk Czarnitzki & Julie Delanote, 2013. "Young Innovative Companies: the new high-growth firms?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(5), pages 1315-1340, October.
    46. Mariana Mazzucato, 2015. "The Green Entrepreneurial State," SPRU Working Paper Series 2015-28, SPRU - Science Policy Research Unit, University of Sussex Business School.
    47. Victora, C.G. & Habicht, J.-P. & Bryce, J., 2004. "Evidence-Based Public Health: Moving Beyond Randomized Trials," American Journal of Public Health, American Public Health Association, vol. 94(3), pages 400-405.
    48. Toole, Andrew A., 2012. "The impact of public basic research on industrial innovation: Evidence from the pharmaceutical industry," Research Policy, Elsevier, vol. 41(1), pages 1-12.
    49. Bonell, Chris & Fletcher, Adam & Morton, Matthew & Lorenc, Theo & Moore, Laurence, 2012. "Realist randomised controlled trials: A new approach to evaluating complex public health interventions," Social Science & Medicine, Elsevier, vol. 75(12), pages 2299-2306.
    50. Bakhshi, Hasan & Edwards, John S. & Roper, Stephen & Scully, Judy & Shaw, Duncan & Morley, Lorraine & Rathbone, Nicola, 2015. "Assessing an experimental approach to industrial policy evaluation: Applying RCT+ to the case of Creative Credits," Research Policy, Elsevier, vol. 44(8), pages 1462-1472.
    51. Hottenrott, Hanna & Lopes-Bento, Cindy & Veugelers, Reinhilde, 2017. "Direct and cross scheme effects in a research and development," Research Policy, Elsevier, vol. 46(6), pages 1118-1132.
    52. Scott J. Wallsten, 2000. "The Effects of Government-Industry R&D Programs on Private R&D: The Case of the Small Business Innovation Research Program," RAND Journal of Economics, The RAND Corporation, vol. 31(1), pages 82-100, Spring.
    53. Diana Epstein & Jacob Alex Klerman, 2012. "When is a Program Ready for Rigorous Impact Evaluation? The Role of a Falsifiable Logic Model," Evaluation Review, , vol. 36(5), pages 375-401, October.
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