Democratizing AI: How AutoML is Transforming Business Operations

AutoML is revolutionizing how organizations implement artificial intelligence by democratizing access to machine learning capabilities. This technological advancement breaks down traditional barriers to AI adoption, enabling business users without extensive data science expertise to leverage predictive analytics effectively. While AutoML-generated models may not achieve the absolute highest accuracy compared to hand-crafted solutions, they offer a pragmatic balance of performance and efficiency that proves sufficient for most business applications. The impact is particularly notable in marketing, where AutoML enables rapid experimentation with targeting strategies and personalized engagement campaigns. From customer churn prediction to campaign optimization, AutoML empowers business users to independently develop and deploy AI solutions, fostering a more agile and data-driven approach to decision-making across organizations.

Authors

Publication Details

Journal
International Journal on Science and Technology
Published
2025-03-21
DOI
https://doi.org/10.71097/ijsat.v16.i1.2659
Primary Topic
Blockchain Technology Applications and Security
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Democratizing AI: How AutoML is Transforming Business Operations

Ankit Awasthi -
International Journal on Science and Technology
Blockchain Technology Applications and Security
article

Democratizing AI: How AutoML is Transforming Business Operations

Ankit Awasthi -
article en

Abstract

AutoML is revolutionizing how organizations implement artificial intelligence by democratizing access to machine learning capabilities. This technological advancement breaks down traditional barriers to AI adoption, enabling business users without extensive data science expertise to leverage predictive analytics effectively. While AutoML-generated models may not achieve the absolute highest accuracy compared to hand-crafted solutions, they offer a pragmatic balance of performance and efficiency that proves sufficient for most business applications. The impact is particularly notable in marketing, where AutoML enables rapid experimentation with targeting strategies and personalized engagement campaigns. From customer churn prediction to campaign optimization, AutoML empowers business users to independently develop and deploy AI solutions, fostering a more agile and data-driven approach to decision-making across organizations.

International Journal on Science and TechnologyVol. 16(1)
Openalex Percentile: Top 93%
Blockchain Technology Applications and Security
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.