Using repertory grids to test data quality and experts' hunches

The 'theorise-inquire' technique is described, which supports the testing of both experts' hunches and the quality of data sources. This technique is useful for the identification of data sources and data gaps by domain experts. We describe and illustrate the use of group contrasts, an analysis technique that allows an expert to explore and interpret repertory grids interactively to find significant contrasting relationships between attributes and test these against data sources.

[1]  Stephen D. Bay,et al.  Detecting Group Differences: Mining Contrast Sets , 2001, Data Mining and Knowledge Discovery.

[2]  Dorothy E. Leidner,et al.  Review: Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues , 2001, MIS Q..

[3]  Jane Wagner,et al.  The Search for Signs of Intelligent Life in the Universe , 1986 .

[4]  A. Agresti,et al.  Categorical Data Analysis , 1991, International Encyclopedia of Statistical Science.

[5]  Gordon Pask,et al.  "On Becoming a Personal Scientist, " by Mildred L. G. Shaw (Book Review) , 1980, Int. J. Man Mach. Stud..

[6]  Brian R. Gaines,et al.  Knowledge acquisition tools based on personal construct psychology , 1993, The Knowledge Engineering Review.

[7]  Diane M. Strong,et al.  Data quality in context , 1997, CACM.

[8]  Donald A. Schön,et al.  Organizational Learning II: Theory, Method, and Practice , 1995 .

[9]  William A. Hunt,et al.  The Measurement of Intrapersonal Space by Grid Technique, Vol. 2: Dimensions of Intrapersonal Space , 1978 .

[10]  I. Nonaka A Dynamic Theory of Organizational Knowledge Creation , 1994 .

[11]  John H. Boose,et al.  Uses of Repertory Grid-Centred Knowledge Acquisition Tools for Knowledge-Based Systems , 1988, Int. J. Man Mach. Stud..

[12]  Brian R. Gaines An Ounce of Knowledge is Worth a Ton of Data: Quantitative studies of the Trade-Off between Expertise and Data Based On Statistically Well-Founded Empirical Induction , 1989, ML.

[13]  Brian R. Gaines,et al.  Eliciting Knowledge and Transferring It Effectively to a Knowledge-Based System , 1993, IEEE Trans. Knowl. Data Eng..

[14]  D. C. Howell Statistical Methods for Psychology , 1987 .

[15]  Massimo Marraffa,et al.  Organizational learning II: Theory, method and practice , 1998 .

[16]  Simone Stumpf,et al.  Data, Information and Knowledge Quality in Retail Security Decision Making , 2003 .

[17]  G. Kelly The Psychology of Personal Constructs , 2020 .

[18]  Dale Dzemydiene,et al.  Multiple Regression Analysis in Crime Pattern Warehouse for Decision Support , 2002, DEXA.

[19]  R. N. Woolley On Becoming a Personal Scientis , 1982 .