Statistical audit sampling for portfolio-at-risk in microfinance

被引:0
|
作者
Schreiner, Mark [1 ,2 ]
机构
[1] Washington Univ St Louis, Ctr Social Dev, St Louis, MO 63130 USA
[2] Washington Univ St Louis, Microfinance Risk Management, St Louis, MO USA
关键词
Auditing; Sampling theory; Brazil; Financial institutions; Loans; Statistical methods;
D O I
10.1108/03074350911000043
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Purpose - The purpose of this paper is to provide a rigorous, statistically correct, and low-cost way to audit sample a lender's loan portfolio, be they a microlender or other type of lender. No other paper applies this method to loan portfolios, even though it is a high demand application. Design/methodology/approach - Standard techniques of audit sampling and dollar unit sampling with stratification are applied to the particular case of a microlender's portfolio. Unlike the audit sampling that almost all auditors use, no arbitrary rules of thumb are applied. Findings - The paper finds that statistical audit sampling for a lender's loan portfolio is simple, rigorous, and inexpensive. Practical implications - In audit sampling, most auditors use arbitrary rules of thumb and have no idea whether they are sampling enough items to actually be sure, with some desired level of confidence, that they have found no defects. This simple, inexpensive, and statistically rigorous technique will allow auditors who actually want to do a good job to quantify the precision of their statements in a very common application. Originality/value - This paper combines several disparate threads from the statistical literature on audit sampling in a way that auditors (who are usually not statisticians) can apply them for auditing the quality of a lender's portfolio - microfinance or otherwise - which is a very common need.
引用
收藏
页码:990 / 998
页数:9
相关论文
共 50 条
  • [1] Portfolio recommendations to improve risk of default in microfinance
    Simonin, Irving
    Brooks, Marc
    Nieto-Barajas, Luis
    [J]. CIENCIA ERGO-SUM, 2021, 28 (01)
  • [2] Modeling the factors of portfolio at risk for microfinance institutions in Palestine
    Abusharbeh, Mohammed T.
    [J]. COGENT ECONOMICS & FINANCE, 2023, 11 (01):
  • [3] Research on the Use of Statistical Sampling in Audit
    Xu Xiangzhen
    Wei, Xu
    [J]. RECENT ADVANCE IN STATISTICS APPLICATION AND RELATED AREAS, PTS 1 AND 2, 2008, : 753 - 756
  • [4] RELATING STATISTICAL SAMPLING TO AUDIT OBJECTIVES
    ELLIOTT, RK
    ROGERS, JR
    [J]. JOURNAL OF ACCOUNTANCY, 1972, 134 (01): : 46 - 55
  • [5] BEHAVIOR OF STATISTICAL ESTIMATORS IN MULTILOCATION AUDIT SAMPLING
    KIM, HS
    NETER, J
    GODFREY, JT
    [J]. AUDITING-A JOURNAL OF PRACTICE & THEORY, 1987, 6 (02): : 40 - 58
  • [6] STATISTICAL SAMPLING FOR AUDIT AND CONTROL - MCRAE,TW
    VANNUCCI, L
    [J]. GIORNALE DEGLI ECONOMISTI E ANNALI DI ECONOMIA, 1976, 35 (3-4) : 245 - 245
  • [7] STATISTICAL SAMPLING FOR AUDIT AND CONTROL - MCRAE,TW
    BOER, G
    [J]. ACCOUNTING REVIEW, 1975, 50 (03): : 639 - 640
  • [8] STATISTICAL SAMPLING FOR AUDIT AND CONTROL - MCRAE,TW
    JORDAN, LH
    [J]. JOURNAL OF ACCOUNTANCY, 1975, 139 (03): : 103 - 104
  • [9] Importance sampling method for portfolio risk
    Xu, Chenglong
    Wu, Qian
    Sun, Lihua
    [J]. Tongji Daxue Xuebao/Journal of Tongji University, 2015, 43 (04): : 633 - 638
  • [10] Importance sampling for portfolio credit risk
    Glasserman, P
    Li, JY
    [J]. MANAGEMENT SCIENCE, 2005, 51 (11) : 1643 - 1656