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.
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.
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
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
| 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) |
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
CEO, deputy CEO, finance leadership, and other senior officer roles.
| 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
Board chair roles.
| 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
Board member, deputy, and employee-representative roles.
| 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
Other administration, management, or control-body roles.
| 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.
Broad balance overall
Negative and positive outcomes differ by 1.0 percentage point overall.
Different mapped-group shares
The holdings-decreased group has a larger negative share and a smaller neutral share than the holdings-increased group.
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.