Data Bias In Data Science: Causes, Effects, And Prevention Strategies
Sabitha Praveen Madamby
, Parte Bhakti Narayan , Nimje Vedashree Pradip , Kumar Tanu Ashok
Data Bias In Data Science: Causes, Effects, And Prevention Strategies
One way to look at data science is how it shapes choices in schools, hospitals, money matters, and government work. What comes out of the process ties closely to how solid the information going in really is. When numbers carry slant or miss key parts, results might confuse more than clarify, sometimes causing unjust impacts. Looking into where these distortions begin, what they do, and ways to lessen them becomes necessary. Instead of gathering fresh data through tests, this project leans on reading past reports, real-life situations, and known incidents. Biased results usually come from uneven data, past unfair patterns, or choices people make when gathering and tagging information. Because of how models learn, those slants might carry forward - shaping outputs that quietly harm certain communities. Looking closely at data, being clear about sources, and actively checking for balance helps lower dangers. Ways to catch issues early include routine checks, involving varied viewpoints, and keeping watch over time. Hidden assumptions hide in plain sight; spotting them matters just as much as fixing what comes after
"Data Bias In Data Science: Causes, Effects, And Prevention Strategies", JETNR - JOURNAL OF EMERGING TRENDS AND NOVEL RESEARCH (www.JETNR.org), ISSN:2984-9276, Vol.4, Issue 4, page no.b338-b347, April-2026, Available :https://rjpn.org/JETNR/papers/JETNR2604170.pdf
Volume 4
Issue 4,
April-2026
Pages : b338-b347
Paper Reg. ID: JETNR_233344
Published Paper Id: JETNR2604170
Downloads: 00050
Research Area: Science and Technology
Country: -, -, India
ISSN: 2984-9276 | IMPACT FACTOR: 9.87 Calculated By Google Scholar | ESTD YEAR: 2023
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 9.87 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publisher: RJPN (IJPublication) Janvi Wave
