Reflections

Interpretation Notes

Guidance for reading the dataset, including record status, verification limits, implementation, durability, reversal, and source trail.

§06

How to read the record

The dataset is most useful when each row is read with its status, source, date, category, and location. These notes explain what the current record can and cannot show.

Reading note

A verified action is not the same thing as a long-term outcome.

D4SC treats a public action as a dated, sourced event. A vote, renamed building, removed monument, fund, policy, or public statement records what an institution did at a point in time.

The current dataset does not automatically show whether an action was sustained, implemented, reversed, or quietly discontinued. That would require follow-up fields and updated source review.

Reflection 01

Separate announcement from implementation.

Some records document statements or pledges. Others document formal votes, budget decisions, policy changes, removals, or renamed institutions. These should be read as different kinds of evidence.

Reflection 02

Location matters.

Many records are tied to local institutions: school boards, cities, counties, universities, streets, buildings, and public monuments. The map should be read as a guide to where records are geocoded, not as a complete measure of activity.

Reflection 03

Status labels matter.

A verified action, a pending public record, and a context source should not be flattened into the same claim. The public table keeps status visible because researchers need to know whether a row documents an action, a proposed action, a surrounding condition, or a source that still needs review.

Reflection 04

Durability requires new fields.

A follow-up layer should ask whether a policy still exists, whether a renamed institution kept the name, whether funding was disbursed, whether an office was dissolved, and whether a symbolic action was later changed.

Reflection 05

Reversals should be linked to records.

If a later source shows that a verified action was reversed or modified, the reversal should be recorded as a linked update rather than a replacement for the original row.

Reflection 06

Missing follow-up should be coded carefully.

If a commitment disappears from websites, budgets, staffing charts, dashboards, or annual reports, that absence should be documented with dates, reviewed sources, and a clear confidence level.

V2 / follow-up layer

Possible fields for the next version.

V2 should connect each verified action to later evidence. This would let readers distinguish actions that endured from actions that were symbolic, stalled, renamed, defunded, legally constrained, or reversed.

01Verified action

The first approved action already in D4SC.

02Implementation check

Evidence that the action was carried out, funded, staffed, or formalized.

03Durability status

Active, completed, stalled, rebranded, defunded, reversed, or unknown.

04Reversal trigger

Board vote, legislation, litigation, leadership change, budget decision, or public backlash.

05Current state

The best sourced description of where the commitment stands now.

06Evidence trail

Links to the verified record, later source, review notes, and date checked.

Archive image

Public Demonstrations, 2020