My PhD dissertation Pilot Study was selected for presentation at the annual INFORMS conference.
(Institute for Operations Research and Management Sciences)
Automating Data Science over a Human Genomics Knowledge Base
Informs
1. TUI University College of Business Administration BALANCING DECISION SPEED AND DECISION QUALITY: ASSESSING THE IMPACT OF BUSINESS INTELLIGENCE SYSTEMS IN HIGH VELOCITY ENVIRONMENTS Criston W Cox Jr PhD Candidate Dissertation Committee Dr. Yufeng Tu Dr. Yajiong Xue Dr. William Kemple
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3. Relevant Literature and flow to the DV High Velocity Environment Faster decision = better performance Type of information most needed in high velocity environments is real time information. This need drives the decision to implement a real time Business Intelligence System Enough info to make decision without information overload. Measured by Number of Alternatives Jacoby, Russo, Malhotra, Gallupe, et al. ( accuracy) Haubl and Trifts, 2000; Sharda, Barr, and McDonald, 1988; BI System Usage Frequency and Length of Use depends on three primary effects of information (which affect user satisfaction) Eisenhardt and Bourgeois, 1989 Bogner and Barr, 2000; Judge and Miller, 1995, Baum and Wally, 2003 Effectiveness of the BI System to provide timely, accurate , and relevant information (R3) / Impact on OODA Loop Bryant, 2006; Negash, 2004, Nicolas, 2004; Stalk and Hout, 1990 Impact on Decision Quality Greater access to needed Information Leidner and Elam (1995) Reduced cognitive effort ( Todd and Benbaset, 2000) Information Quality Information Quantity Information Availability Sawy and Majchrzak, 2004; Eisenhardt and Bourgeois, 1989 Delone and McLean, 1992; Leidner and Elam, 1995; Huber, 1990; Jones and Straub, 2006 multicolinearity Oreilly, 1982 found significant associations among both information quality and availability of information sources, and the frequency of their use.
20. Variables and Hypotheses 04/12/10 Variables Hypotheses Decision Quality Dependent Variable Decision quality is the Dependent Variable Decision Speed H1: When enabled with a Business Intelligence System, Decision quality is positively associated to decision speed. System Usage Independent Variable H2: Higher BI system usage is positively associated to greater information availability. H3: Higher BI System Usage reduces information overload. H4: Higher BI System Usage is positively related to information quality. Information Overload Mediating Variable H5: BI aided groups will consider a greater number of simultaneous alternatives than non BI aided groups. H6: The number of alternatives is inversely related to the decision speed. H7: The number of alternatives is positively related to the decision quality. Information Availability Mediating Variable H8: Information availability is positively associated with decision speed. Information Quality Mediating Variable H9: The quality of the information is positively associated with decision effectiveness.
Editor's Notes
04/12/10
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