Every issue in this report includes the problem, why it matters, a suggested fix, and supporting evidence where the heuristics have it. Filter by category, then expand the cards that need a closer read.
Drill-down paths
Review structure first
Cross-check table design and linked relationships before applying fixes.
Weighted category scoring shows where the base is structurally solid and where issue volume pulls the overall score down.
Overall score: 62
22
Total findings
Schema quality
5 issues · weight 30%
60
Mixed
Workflow design
4 issues · weight 30%
61
Mixed
Data quality
6 issues · weight 20%
55
Needs work
UX opportunities
7 issues · weight 20%
73
Mixed
Sorted by severity, then category and confidence. 22 findings visible.
Structural or workflow friction impacting day-to-day usage.
10 items
Why it matters
Categorical values stored in text fields drift over time, making grouping, filtering, and generated controls inconsistent.
Suggested fix
Convert the field to single select or multi-select and backfill the existing values into a controlled option set.
Why it matters
Shared field names that represent different workflows make filters, documentation, and generated UI harder to trust.
Suggested fix
Rename overloaded fields or align them to a shared lifecycle model so the same label means the same thing everywhere.
Evidence
Why it matters
Free-text people fields create duplicate spellings, weaken reporting, and make generated assignments or workload views unreliable.
Suggested fix
Create a dedicated People table or use collaborator fields, then replace repeated text references with linked records.
Evidence
Why it matters
Large status lists slow down triage, create near-duplicate states, and make dashboards harder to interpret.
Suggested fix
Collapse adjacent statuses into a smaller lifecycle or split planning-only states into a separate field if they truly serve a different purpose.
Why it matters
Workflow tables without ownership make queues harder to route and make generated workload views incomplete.
Suggested fix
Add an owner or assignee field, ideally as a collaborator or linked People record, so each item has clear accountability.
Why it matters
Operational work without a target date is hard to prioritize, escalate, or surface in overdue views.
Suggested fix
Add a due date, deadline, or SLA field so time-based reporting and reminders can work consistently.
Why it matters
Operational work without a target date is hard to prioritize, escalate, or surface in overdue views.
Suggested fix
Add a due date, deadline, or SLA field so time-based reporting and reminders can work consistently.
Why it matters
When near-categorical values stay as free text, reports fragment, filters become unreliable, and generated controls cannot trust the underlying options.
Suggested fix
Normalize the current values into a controlled option set or linked taxonomy table, then migrate existing records to the approved labels.
Evidence
Why it matters
High-null operational fields weaken filtering, reporting, and generated UI because important context is missing when records are viewed in bulk.
Suggested fix
Decide whether this field is truly optional. If not, backfill missing values and add defaults, automation, or process guardrails to keep it populated.
Evidence
Why it matters
Repeated free-text names invite spelling drift and prevent dependable workload, ownership, and approval reporting across tables.
Suggested fix
Move team members or approvers into collaborator fields or a dedicated People table, then replace repeated text entries with references.
Evidence
Targeted cleanups that improve consistency and maintainability.
5 items
Why it matters
Without audit metadata, it is harder to debug stale records, build recency-based views, or explain when work changed.
Suggested fix
Add Created Time plus Last Modified Time fields to operational tables so records can be sorted and monitored reliably.
Evidence
Why it matters
Ambiguous primary fields make linked records, search results, and generated previews less legible for end users.
Suggested fix
Use more descriptive primary field labels or compose them from the entity plus its distinguishing detail.
Evidence
Why it matters
High-null operational fields weaken filtering, reporting, and generated UI because important context is missing when records are viewed in bulk.
Suggested fix
Decide whether this field is truly optional. If not, backfill missing values and add defaults, automation, or process guardrails to keep it populated.
Evidence
Why it matters
High-null operational fields weaken filtering, reporting, and generated UI because important context is missing when records are viewed in bulk.
Suggested fix
Decide whether this field is truly optional. If not, backfill missing values and add defaults, automation, or process guardrails to keep it populated.
Evidence
Why it matters
High-null operational fields weaken filtering, reporting, and generated UI because important context is missing when records are viewed in bulk.
Suggested fix
Decide whether this field is truly optional. If not, backfill missing values and add defaults, automation, or process guardrails to keep it populated.
Evidence
High-confidence chances to strengthen the schema as a product.
7 items
Why it matters
Approval steps are easier to understand when approvers get a focused review surface instead of raw Airtable rows and internal fields.
Suggested fix
Generate an approval-oriented portal or detail view that emphasizes deliverable status, reviewer actions, and decision history.
Evidence
Why it matters
Tables with clear statuses, ownership, and deadlines benefit from visual views that make blocked work and capacity issues obvious.
Suggested fix
Create a generated dashboard or kanban preview that groups records by status and highlights due dates or unassigned work.
Evidence
Why it matters
Tables with clear statuses, ownership, and deadlines benefit from visual views that make blocked work and capacity issues obvious.
Suggested fix
Create a generated dashboard or kanban preview that groups records by status and highlights due dates or unassigned work.
Evidence
Why it matters
Tables with clear statuses, ownership, and deadlines benefit from visual views that make blocked work and capacity issues obvious.
Suggested fix
Create a generated dashboard or kanban preview that groups records by status and highlights due dates or unassigned work.
Evidence
Why it matters
Tables with clear statuses, ownership, and deadlines benefit from visual views that make blocked work and capacity issues obvious.
Suggested fix
Create a generated dashboard or kanban preview that groups records by status and highlights due dates or unassigned work.
Evidence
Why it matters
Structured intake reduces field omissions, keeps requests consistent, and creates a smoother path into the rest of the workflow.
Suggested fix
Generate a field-aware intake form for this table, hiding internal fields and emphasizing the information an external requester actually needs.
Evidence
Why it matters
A read-only portal can reduce status update churn and give external stakeholders a cleaner way to follow work without exposing internal operations.
Suggested fix
Generate a client portal preview centered on project progress, request status, approvals, and upcoming dates.
Evidence