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Data exploration

Stock-price outcomes for public insider transaction disclosures: a holdings-direction comparison

Distribution analysis of 24 weekly price observations following recorded transaction dates in public Swedish insider disclosures.

Status
Reviewed descriptive snapshot
Source period
Jan 2023–Jan 2026
Sample
16557 eligible disclosure rows
Reviewed
Reviewed 29 July 2026

Abstract

This static study examines how stock prices moved over 24 weekly observations following the recorded transaction dates in public Swedish insider disclosures. Outcomes are shown overall and for two analyst-mapped holdings directions. Across 16557 eligible disclosure rows, the negative and positive shares were close overall. The two mapped groups had different descriptive distributions, but the snapshot does not establish why they differ.

Key finding

Overall outcomes were 40.7% negative and 39.7% positive. The holdings-decreased group had a larger negative share than the holdings-increased group. These are cohort descriptions, not signals or causal estimates.

1. Introduction

Public insider-transaction disclosures make it possible to compare recorded transactions with later market-price histories. This note asks a narrow descriptive question: what did the distribution of later price movements look like in the eligible disclosure cohort?

The static view preserves the paper structure of the source application while fixing the scope to all eligible disclosures. It does not recreate the application’s person-position filter or position-level table. Instead, it includes only reviewed aggregates for four broad role categories; raw position titles and person-level output remain outside the public snapshot.

Research questions

  • How were later stock-price outcomes distributed across all eligible rows?
  • How did those shares differ between the two analyst-mapped holdings directions?
  • How do the same distributions look within four broad recorded-position categories?
  • What can—and cannot—be concluded from those aggregate differences?

2. Data & Methodology

2.1 Cohort

The reviewed snapshot contains 16557 disclosure rows with an aligned starting observation and a 24th future weekly price observation. The source period in the paper header describes the disclosure publication-date range; it is not the outcome window.

2.2 Holdings-direction mapping

The project maps 27 distinct reportable transaction labels into “holdings increased” or “holdings decreased.” This is an analyst-defined grouping for comparison, not an official regulatory taxonomy. Each direction includes multiple kinds of reportable events.

2.3 Broad role-category mapping

Recorded regulatory-position labels are grouped deterministically into four broad categories: executive leadership, board leadership, board membership, and other governance. Compound roles follow a fixed hierarchy, so each eligible row enters one category rather than being counted in several.

The mapping covers all 16557 eligible rows, with 0 unmapped. Every category-by-direction view shown below has at least 100 rows. The application’s LLM title classifier is not used for this grouping, and neither classifier output nor raw position titles are shipped in the public snapshot.

Mapping basis
Deterministic grouping of recorded regulatory position labels; the LLM title classifier is not used.
Public categories
4
Coverage
16557 mapped · 0 unmapped
Publication threshold
n ≥ 100 in every shown category and direction

2.4 Outcome bins

For each eligible row, the closing-price change is measured from the transaction-date-aligned weekly observation to the 24th future weekly observation, then placed into one of three fixed bands.

Negative
At or below −5%
Neutral
Above −5% through +5%
Positive
Above +5%

“24 weeks” is shorthand for 24 weekly price observations. The reviewed cadence has a median horizon of 168.0 days. The clock starts from the recorded transaction date, not the later publication date.

3. Results

3.1 Sample overview

Eligible rows
16557
Outcome horizon
24 observations
Band threshold
±5%
Mapped labels
27

3.2 Overall outcome distribution

Figure 1 shows a broadly balanced negative-to-positive distribution across all eligible rows, with a smaller neutral band.

Figure 1

All eligible disclosure rows

n = 16557
Overall distribution at the fixed ±5% threshold, aligned from recorded transaction dates.

3.3 Holdings-direction comparison

Figure 2 freezes the source application’s all-disclosures view. The holdings-increased group is close to balanced between negative and positive outcomes. The holdings-decreased group has a larger negative share and a smaller neutral share.

Figure 2

Outcome share by analyst-mapped holdings direction

Fixed snapshot
View All eligible disclosures Static reviewed snapshot
Exact values shown in Figure 2
Outcome Holdings increased Holdings decreased
Negative 38.7% (5031 rows) 47.9% (1702 rows)
Neutral 21.9% (2851 rows) 11.2% (397 rows)
Positive 39.4% (5124 rows) 40.9% (1452 rows)
Rows are grouped by the project’s analyst-defined direction mapping. Percentages use the eligible row count within each mapped group as the denominator.

3.4 Broad role-category distributions

The tables below apply the same outcome bands within each broad recorded-position category. Denominators are shown for the full category and for each holdings direction. Counts describe eligible disclosure rows, not unique people, companies, or events.

Recorded-position category

Executive leadership

n = 6546

CEO, deputy CEO, finance leadership, and other senior officer roles.

Executive leadership: exact row counts and within-group percentages
Outcome Overall n = 6546 Holdings increased n = 4743 Holdings decreased n = 1803
Negative 3164 (48.3%) 2135 (45.0%) 1029 (57.1%)
Neutral 935 (14.3%) 770 (16.2%) 165 (9.2%)
Positive 2447 (37.4%) 1838 (38.8%) 609 (33.8%)

Recorded-position category

Board leadership

n = 2534

Board chair roles.

Board leadership: exact row counts and within-group percentages
Outcome Overall n = 2534 Holdings increased n = 2101 Holdings decreased n = 433
Negative 1011 (39.9%) 856 (40.7%) 155 (35.8%)
Neutral 377 (14.9%) 313 (14.9%) 64 (14.8%)
Positive 1146 (45.2%) 932 (44.4%) 214 (49.4%)

Recorded-position category

Board membership

n = 4372

Board member, deputy, and employee-representative roles.

Board membership: exact row counts and within-group percentages
Outcome Overall n = 4372 Holdings increased n = 3648 Holdings decreased n = 724
Negative 1655 (37.9%) 1354 (37.1%) 301 (41.6%)
Neutral 719 (16.4%) 646 (17.7%) 73 (10.1%)
Positive 1998 (45.7%) 1648 (45.2%) 350 (48.3%)

Recorded-position category

Other governance

n = 3105

Other administration, management, or control-body roles.

Other governance: exact row counts and within-group percentages
Outcome Overall n = 3105 Holdings increased n = 2514 Holdings decreased n = 591
Negative 903 (29.1%) 686 (27.3%) 217 (36.7%)
Neutral 1217 (39.2%) 1122 (44.6%) 95 (16.1%)
Positive 985 (31.7%) 706 (28.1%) 279 (47.2%)

4. Discussion

4.1 Reading the distributions

In the overall cohort, 40.7% of outcomes are negative and 39.7% are positive. Within the holdings-increased group, those shares are 38.7% and 39.4%. Within the holdings-decreased group, they are 47.9% and 40.9%.

These aggregate differences describe the rows that passed the inclusion rules. They do not separate transaction type, company, market period, repeated disclosures, or other factors that may affect the comparison.

The broad role-category tables provide another descriptive breakdown of those same eligible rows. They do not isolate the effect of a role, holdings direction, or disclosure from the other differences between rows.

What the evidence supports

The reviewed snapshot supports reporting the observed outcome shares overall and by analyst-mapped holdings direction. It supports saying that the two groups have different distributions in this cohort. It does not show that the disclosure, its direction, or the underlying transaction caused the later price movement.

5. Conclusion

Three observations summarize this fixed, all-disclosures view.

01

Broad balance overall

Negative and positive outcomes differ by 1.0 percentage point overall.

02

Different mapped-group shares

The holdings-decreased group has a larger negative share and a smaller neutral share than the holdings-increased group.

03

A descriptive boundary

The comparison characterizes this eligible cohort; it does not establish mechanism, intent, or future performance.

6. Limits

What cannot be inferred from the aggregate direction comparison.

  • The analyst-defined direction mapping combines 27 reportable labels. It is not an official taxonomy or a controlled two-group experiment.
  • Returns are unadjusted closing-price changes. Dividends, splits, market and sector movement, company news, liquidity, and transaction costs are not controlled.
  • The outcome window starts at the recorded transaction date. It is not an event study of price movement around the later publication date.
  • Rows may be related through the same company, person, transaction, or period. The aggregate chart does not adjust for that clustering.
  • The four role categories are deterministic groupings of recorded regulatory-position labels, including a fixed hierarchy for compound roles. They are broad reporting categories, not claims about a person’s responsibilities, influence, or intent.
  • 12 exact duplicate rows remain in the reviewed source snapshot. Counts describe eligible rows, not unique people, companies, transactions, or economic events.
  • Missing future histories and delistings can change who enters the cohort. The snapshot cannot support causal, predictive, investment, or trading conclusions.

This note is exploratory and is not financial or investment advice.