Skill Gap Analysis Through Time Series Forecasting: A Literature Survey on LSTM and Related Models

This literature review explores the use of Long Short-Term Memory (LSTM) networks to analyze, identify, and predict skill gaps in colleges catering to the needs of the industry. The rapid development of technology and the requirements from the industry are changing and colleges are required to update their curriculum to ensure that the students are made industry-ready. LSTM, a form of Recurrent Neural Networks (RNN),has gained prominence in predicting this gap with sequential data and also forecasting future trends with time series data. This paper examines the research of leveraging the LSTM to analyze the skill gaps in colleges and thereby align the educational outcomes.

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Publication Details

Published
2025-04-17
DOI
https://doi.org/10.1109/icdsbs63635.2025.11032082
Primary Topic
Labor market dynamics and wage inequality
Type
article
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article

Skill Gap Analysis Through Time Series Forecasting: A Literature Survey on LSTM and Related Models

A. Vidhya, R. Vasumathi
Labor market dynamics and wage inequality
article

Skill Gap Analysis Through Time Series Forecasting: A Literature Survey on LSTM and Related Models

A. Vidhya, R. Vasumathi
article en

Abstract

This literature review explores the use of Long Short-Term Memory (LSTM) networks to analyze, identify, and predict skill gaps in colleges catering to the needs of the industry. The rapid development of technology and the requirements from the industry are changing and colleges are required to update their curriculum to ensure that the students are made industry-ready. LSTM, a form of Recurrent Neural Networks (RNN),has gained prominence in predicting this gap with sequential data and also forecasting future trends with time series data. This paper examines the research of leveraging the LSTM to analyze the skill gaps in colleges and thereby align the educational outcomes.

Vels University (IN)
Quality Education
Openalex Percentile: Top 79%
Labor market dynamics and wage inequality
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