Start with structure, then replace every placeholder with information that is true, relevant, and natural for your context. These templates are intentionally skeletal so your final writing does not sound mass-produced.
A strong graph description gives readers the overall pattern first, then uses a few well-chosen values, comparisons, peaks, changes, or anomalies to support that summary without narrating every point on the chart or inventing causes the graph cannot establish.
Graph-description paragraph Purpose: The [graph type] shows [variable] across [time/categories] in [unit]. Overview: Overall, [main trend/comparison]. Evidence: [value/comparison 1]. [value/comparison 2]. Exception: [anomaly/limit if relevant]. Interpretation boundary: The graph [shows/does not establish] [careful conclusion].
Line graph Opening: The line graph tracks [measure] from [start] to [end]. Overall trend: [rise/fall/stability/fluctuation]. Key change: [from x to y during period]. Turning point: [peak/trough/crossing]. Closing: [end-state comparison without inventing cause].
Bar graph Opening: The bar chart compares [categories] on [measure/unit]. Leader: [category] is highest at [value]. Contrast: [category] is [difference] above/below [category]. Pattern: [cluster/rank/gap]. Caution: [scale/sample/other limitation if relevant].
Pie chart Opening: The chart shows how [whole] is divided among [categories]. Largest share: [category + %]. Next shares: [important comparison]. Combined share: [categories + total] when useful. Takeaway: [dominant composition pattern].
Scatter plot Variables: [x variable] and [y variable]. Pattern: [positive/negative/no clear association]. Strength: [weak/moderate/strong, only if visually justified]. Outliers/clusters: [x]. Boundary: Association does not by itself establish causation.
Data commentary Observation: [what the graph directly shows]. Evidence: [specific value/comparison]. Interpretation: [careful meaning]. Alternative/limit: [what else could explain it or what the graph cannot show].
Misconception correction audit for Graph Description: shortcut or assumption → [ ]; why it fails here → [ ]; corrective move → [ ]; principle that must remain true → [ ]; goal-based next skill → [ ].
Failure-mode and reader-intent audit for Graph Description: visible symptom → [ ]; likely underlying problem → [ ]; reader need → [ ]; competing technique considered → [ ]; correction → [ ]; evidence/genre/format constraint → [ ]; final verification → [ ].
Boundary-and-tool-choice audit for Graph Description: reader objection → [ ]; actual writing job → [ ]; evidence/genre/format boundary → [ ]; tempting alternative → [ ]; why it is the wrong tool here → [ ]; correct adjustment → [ ]; final verification → [ ].
Evidence/support and mastery ladder for Graph Description: minimum acceptable → [ ]; strong → [ ]; expert → [ ]; audience/genre constraint → [ ]; evidence or story support → [ ]; boundary that would require a different technique → [ ].
Certainty and expert-exception audit for Graph Description: statement or choice → [ ]; evidence/canon/authority supporting it → [ ]; confidence level → [ ]; uncertainty that must be named → [ ]; expert exception → [ ]; nearest alternative technique → [ ]; why the final choice fits better → [ ].
Purpose-and-verification decision audit for Graph Description: real writing job → [ ]; plausible choice A → [ ]; plausible choice B → [ ]; downstream consequence of each → [ ]; facts/evidence/canon to verify → [ ]; reader or genre boundary → [ ]; final purpose-fit reason → [ ].
Publication-readiness audit for Graph Description: claim/advice/example → [ ]; strongest available source tier → [ ]; important disagreement or uncertainty → [ ]; what would change the conclusion → [ ]; publish now / qualify / revise / hold → [ ]; final verifier or source of truth → [ ].
Provenance and classification audit for Graph Description: draft statement/example → [ ]; classify as fact / interpretation / recommendation / convention / original example → [ ]; source or internal provenance → [ ]; source date / version / checked date → [ ]; attribution needed → [ ]; recency risk → [ ]; final publishable wording → [ ].
Source-record and update audit for Graph Description: statement / example → [ ]; external fact, project fact, interpretation, recommendation, convention, or original example → [ ]; controlling first-party / primary source → [ ]; secondary source if used → [ ]; source record / locator → [ ]; date or version checked → [ ]; update trigger → [ ]; publish / qualify / revise / hold → [ ].
Source-ledger and revision-history audit for Graph Description: claim / recommendation / example → [ ]; source or project record ID → [ ]; source status active / superseded / corrected / retracted / retired → [ ]; claim-level last verified date/version → [ ]; event that triggered recheck → [ ]; correction / withdrawal action → [ ]; reader-facing disclosure needed? → [ ]; what changed and why → [ ]; prior wording/version retained at → [ ].
Claim/source status audit: Item [claim/source/example] | Status [active / review due / stale / corrected / retracted / superseded] | Controlling source/version [x] | Last verified [date/version] | Stale trigger [x] | Correction severity [0–3] | Reader disclosure [none / note / correction / withdrawal] | Changelog entry [what changed + why].
Dependency and propagation audit: Claim / example / recommendation [x] | Controlling source / project record [x] | Dependency strength [direct / shared / advisory / independent] | Review trigger / reason code [x] | Needs-review scope [local / direct dependents / cluster] | Replacement source requirements [x] | Carry-forward decision [x] | Propagation targets [x] | Reader disclosure / changelog action [x].
Persistent editorial registry audit: Topic slug → [ ]; claim UID/key → [ ]; source UID/key → [ ]; dependency UID + strength → [ ]; source status/version → [ ]; open review UID/reason/priority → [ ]; replacement source if any → [ ]; reviewer + resolution → [ ].