A stochastic interaction between two firms

Abstract In this paper we construct a dynamic entry deterrence game in which market demand follows the Chan-Karolyi-Longstaff-Sanders (CKLS) stochastic differential equation (SDE). The incumbent firm, whose true strength is privately known, uses advertising and promotional expenditures strategically to shape the entrant’s beliefs. On the other hand, the entrant, facing a costly and irreversible decision, delays entry until demand reaches a critical level, with outcomes depending on both the incumbent’s hidden type and uncertain demand. Under this dynamic Stackelberg environment by implementing a path integral control approach, we determine a Markovian Nash feedback equilibrium. We also performed an empirical study based on revenue data from Enterprise Products Partners and Targa Resources over the period 2010-2024, and the resulting empirical findings are consistent with the theoretical predictions of the proposed model. The empirical trajectories exhibit qualitative patterns that are consistent with the mechanisms emphasized by the theoretical model, particularly with respect to persistence, recovery following adverse shocks, and differences in the responses of firms occupying distinct competitive positions.

Authors

Institutions

Publication Details

Journal
SN Business & Economics
Published
2026-09-01
DOI
https://doi.org/10.1007/s43546-026-01361-9
Primary Topic
Consumer Market Behavior and Pricing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A stochastic interaction between two firms

Paramahansa Pramanik, Mustapha Nyenye Issah
SN Business & Economics
Consumer Market Behavior and Pricing
article

A stochastic interaction between two firms

Paramahansa Pramanik, Mustapha Nyenye Issah
article en

Abstract

Abstract In this paper we construct a dynamic entry deterrence game in which market demand follows the Chan-Karolyi-Longstaff-Sanders (CKLS) stochastic differential equation (SDE). The incumbent firm, whose true strength is privately known, uses advertising and promotional expenditures strategically to shape the entrant’s beliefs. On the other hand, the entrant, facing a costly and irreversible decision, delays entry until demand reaches a critical level, with outcomes depending on both the incumbent’s hidden type and uncertain demand. Under this dynamic Stackelberg environment by implementing a path integral control approach, we determine a Markovian Nash feedback equilibrium. We also performed an empirical study based on revenue data from Enterprise Products Partners and Targa Resources over the period 2010-2024, and the resulting empirical findings are consistent with the theoretical predictions of the proposed model. The empirical trajectories exhibit qualitative patterns that are consistent with the mechanisms emphasized by the theoretical model, particularly with respect to persistence, recovery following adverse shocks, and differences in the responses of firms occupying distinct competitive positions.

SN Business & EconomicsVol. 6(9)
Texas State University (US), University of South Alabama (US)
Openalex Percentile: Top 6%
Consumer Market Behavior and Pricing
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.