John D. Leeth, Jonathan A. Scott, The Incidence of Secured Debt: Evidence from the Small Business Community, The Journal of Financial and Quantitative Analysis, Vol. 24, No. 3 (Sep., 1989), pp. 379-394
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Leeth et al. (1989) studied this question.
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