TY - JOUR
T1 - Cognitive fit between conceptual schemas and internal problem representations
T2 - The case of geospatio-temporal conceptual schema comprehension
AU - Khatri, Vijay
AU - Vessey, Iris
AU - Ram, Sudha
AU - Ramesh, Venkat
N1 - Funding Information:
This work was supported in part by NASA under Grant 314401. The authors are grateful to R. T. Snodgrass and S. P. Weisband for their help in conducting the experiment as well as to the editor, guest editors, H. C. Chan and K. Siau, and anonymous reviewers for their insightful and constructive comments.
PY - 2006/6
Y1 - 2006/6
N2 - Geospatio-temporal conceptual models provide a mechanism to explicitly represent geospatial and temporal aspects of applications. Such models, which focus on both "what" and "when/where," need to be more expressive than conventional conceptual models (e.g., the ER model), which primarily focus on "what" is important for a given application. In this study, we view conceptual schema comprehension of geospatio-temporal data semantics in terms of matching the external problem representation (that is, the conceptual schema) to the problem-solving task (that is, syntactic and semantic comprehension tasks), an argument based on the theory of cognitive fit. Our theory suggests that an external problem representation that matches the problem solver's internal task representation will enhance performance, for example, in comprehending such schemas. To assess performance on geospatio-temporal schema comprehension tasks, we conducted a laboratory experiment using two semantically identical conceptual schemas, one of which mapped closely to the internal task representation while the other did not. As expected, we found that the geospatio-temporal conceptual schema that corresponded to the internal representation of the task enhanced the accuracy of schema comprehension; comprehension time was equivalent for both. Cognitive fit between the internal representation of the task and conceptual schemas with geospatio-temporal annotations was, therefore, manifested in accuracy of schema comprehension and not in time for problem solution. Our findings suggest that the annotated schemas facilitate understanding of data semantics represented on the schema.
AB - Geospatio-temporal conceptual models provide a mechanism to explicitly represent geospatial and temporal aspects of applications. Such models, which focus on both "what" and "when/where," need to be more expressive than conventional conceptual models (e.g., the ER model), which primarily focus on "what" is important for a given application. In this study, we view conceptual schema comprehension of geospatio-temporal data semantics in terms of matching the external problem representation (that is, the conceptual schema) to the problem-solving task (that is, syntactic and semantic comprehension tasks), an argument based on the theory of cognitive fit. Our theory suggests that an external problem representation that matches the problem solver's internal task representation will enhance performance, for example, in comprehending such schemas. To assess performance on geospatio-temporal schema comprehension tasks, we conducted a laboratory experiment using two semantically identical conceptual schemas, one of which mapped closely to the internal task representation while the other did not. As expected, we found that the geospatio-temporal conceptual schema that corresponded to the internal representation of the task enhanced the accuracy of schema comprehension; comprehension time was equivalent for both. Cognitive fit between the internal representation of the task and conceptual schemas with geospatio-temporal annotations was, therefore, manifested in accuracy of schema comprehension and not in time for problem solution. Our findings suggest that the annotated schemas facilitate understanding of data semantics represented on the schema.
KW - Conceptual modeling
KW - Geospatial database
KW - Geospatio-temporal conceptual models
KW - Human associative memory (HAM)
KW - Syntactic and semantic comprehension tasks
KW - Temporal database
KW - Theory of cognitive fit
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U2 - 10.1109/TPC.2006.875091
DO - 10.1109/TPC.2006.875091
M3 - Article
AN - SCOPUS:33744818199
SN - 0361-1434
VL - 49
SP - 109
EP - 127
JO - IEEE Transactions on Professional Communication
JF - IEEE Transactions on Professional Communication
IS - 2
ER -