Deriving Strategic Insights from Earnings Calls: Leveraging Human Experts, AI-Based Search, and Generative AI for Synthesis and Summarization

Earnings transcript analyses have historically been processed manually and often augmented with AI techniques for natural language processing. Advances in Generative AI open up further opportunities for insights. Instead of looking in silos, we propose an integrated methodology that leverages human expertise, AI-based search, and Gen AI to improve the speed, accuracy, and relevance of insights along with enhanced explainability of Gen AI summaries. Our proposed methodology can augment executives with insights for informed decision-making in their business environment.

Authors

Institutions

Publication Details

Published
2024-09-30
DOI
https://doi.org/10.1109/aixset62544.2024.00031
Citations
1
Primary Topic
Stock Market Forecasting Methods
Type
article
Field-Weighted Citation Impact
0.49
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Deriving Strategic Insights from Earnings Calls: Leveraging Human Experts, AI-Based Search, and Generative AI for Synthesis and Summarization

Surendra Sarnikar, Suraj G. Jadhav
1 citations
Stock Market Forecasting Methods
0.49
article

Deriving Strategic Insights from Earnings Calls: Leveraging Human Experts, AI-Based Search, and Generative AI for Synthesis and Summarization

Surendra Sarnikar, Suraj G. Jadhav
article en
1 citations

Abstract

Earnings transcript analyses have historically been processed manually and often augmented with AI techniques for natural language processing. Advances in Generative AI open up further opportunities for insights. Instead of looking in silos, we propose an integrated methodology that leverages human expertise, AI-based search, and Gen AI to improve the speed, accuracy, and relevance of insights along with enhanced explainability of Gen AI summaries. Our proposed methodology can augment executives with insights for informed decision-making in their business environment.

California State University, East Bay (US), Accenture (United States) (US)
Decent work and economic growth
Openalex Percentile: Top 28%
Stock Market Forecasting Methods
0.49
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.