Bridging the Gap between Business Practice and Data Science Approaches

In data science and analytics, the driving force is not on how to perform analytics tasks or how to use advanced technology in analytics projects. Business problems and goals should always drive the overall approaches. Projects and applications in data science and analytics should serve business goals and help business decision making. In this paper, a case study that serves various directions in answering business questions is presented.

Authors

Institutions

Publication Details

Journal
Transactions on Machine Learning and Artificial Intelligence
Published
2025-04-25
DOI
https://doi.org/10.14738/tmlai.1302.18289
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Bridging the Gap between Business Practice and Data Science Approaches

Jiangping Wang
Transactions on Machine Learning and Artificial Intelligence
Big Data and Business Intelligence
article

Bridging the Gap between Business Practice and Data Science Approaches

Jiangping Wang
article en

Abstract

In data science and analytics, the driving force is not on how to perform analytics tasks or how to use advanced technology in analytics projects. Business problems and goals should always drive the overall approaches. Projects and applications in data science and analytics should serve business goals and help business decision making. In this paper, a case study that serves various directions in answering business questions is presented.

Transactions on Machine Learning and Artificial IntelligenceVol. 13(02)
Webster University (US)
Openalex Percentile: Top 78%
Big Data and Business Intelligence
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Bridging the Gap between Business Practice and Data Science Approaches — Jiangping Wang · Transactions on Machine Learning and Artificial Intelligence (2025) | TGRS Research Map | TGRS