Institutional Ownership Alignment and Adjustment Dynamics: A Benchmark-Relative Analysis of the Indian Equity Market

This study examines how institutional ownership evolves relative to a conditional reference formed from firms’ observable information environments and financial conditions. A balanced monthly panel of 400 Indian listed firms from April 2015 to March 2024 provides 43,200 firm-month observations. Expected ownership is estimated with firm and month fixed effects using lagged information-visibility and firm-condition variables; the difference between expected and realised ownership is treated as a benchmark-relative state, not an optimal target, independent factor, or trading signal. The signed gap is mechanically related to actual ownership (correlation −0.983), so the analysis separates changes in the fitted reference from changes in realised ownership and compares observed transition gradients with 500 within-firm temporal permutations. For positive starting gaps, one-month correction rates increase from 61.9% for moderate gaps to 82.8% for high gaps and 95.4% for severe gaps, whereas recovery rates rise only from 49.6% to 51.8%. Decomposition shows that narrowing is driven almost entirely by realised-ownership movement: at the one-month horizon, mean actual changes are 1.60, 4.79, and 8.91 percentage points across the three states, while mean expected changes are near zero. The observed severe-minus-moderate correction gradient is 0.3346, compared with a permutation mean of 0.0010 (p = 0.002). Separate foreign and domestic institutional investor analyses reproduce strong correction gradients at 1-, 3-, and 6-month horizons but yield weaker and less consistent recovery differences. Visibility improvement does not increase correction or recovery at any horizon; correction also does not reliably predict subsequent attention-friction or liquidity improvement. The evidence supports a transition framework for describing state-dependent ownership adjustment while sharply limiting causal and normative interpretation.

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Publication Details

Journal
International Journal of Financial Studies
Published
2026-09-24
DOI
https://doi.org/10.3390/ijfs14100258
Primary Topic
Corporate Finance and Governance
Type
article
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Institutional Ownership Alignment and Adjustment Dynamics: A Benchmark-Relative Analysis of the Indian Equity Market

Ashok Kumar Panigrahi
International Journal of Financial Studies
Corporate Finance and Governance
article

Institutional Ownership Alignment and Adjustment Dynamics: A Benchmark-Relative Analysis of the Indian Equity Market

Ashok Kumar Panigrahi
article en

Abstract

This study examines how institutional ownership evolves relative to a conditional reference formed from firms’ observable information environments and financial conditions. A balanced monthly panel of 400 Indian listed firms from April 2015 to March 2024 provides 43,200 firm-month observations. Expected ownership is estimated with firm and month fixed effects using lagged information-visibility and firm-condition variables; the difference between expected and realised ownership is treated as a benchmark-relative state, not an optimal target, independent factor, or trading signal. The signed gap is mechanically related to actual ownership (correlation −0.983), so the analysis separates changes in the fitted reference from changes in realised ownership and compares observed transition gradients with 500 within-firm temporal permutations. For positive starting gaps, one-month correction rates increase from 61.9% for moderate gaps to 82.8% for high gaps and 95.4% for severe gaps, whereas recovery rates rise only from 49.6% to 51.8%. Decomposition shows that narrowing is driven almost entirely by realised-ownership movement: at the one-month horizon, mean actual changes are 1.60, 4.79, and 8.91 percentage points across the three states, while mean expected changes are near zero. The observed severe-minus-moderate correction gradient is 0.3346, compared with a permutation mean of 0.0010 (p = 0.002). Separate foreign and domestic institutional investor analyses reproduce strong correction gradients at 1-, 3-, and 6-month horizons but yield weaker and less consistent recovery differences. Visibility improvement does not increase correction or recovery at any horizon; correction also does not reliably predict subsequent attention-friction or liquidity improvement. The evidence supports a transition framework for describing state-dependent ownership adjustment while sharply limiting causal and normative interpretation.

International Journal of Financial StudiesVol. 14(10)
Narsee Monjee Institute of Management Studies (IN)
Partnerships for the goals
Openalex Percentile: Top 4%
Corporate Finance and Governance
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Institutional Ownership Alignment and Adjustment Dynamics: A Benchmark-Relative Analysis of the Indian Equity Market — Ashok Kumar Panigrahi · International Journal of Financial Studies (2026) | TGRS Research Map | TGRS