Architecture & scale
Document critical data flows, capacity limits and cost ownership before selecting infrastructure changes.
DATA ENGINEERING · SELF-ASSESSMENT
Find the data bottlenecks behind slow decisions.
Review how your data is connected, governed and operated. Identify the gaps to address before your next analytics or AI investment.
15 questions · Around 5–7 minutes · Immediate results · No email needed for your score
WHAT WE ASSESS
Five dimensions. A focused operating picture.
Each dimension contains three questions with five concrete maturity choices. Your answers identify practices to strengthen and assumptions to confirm.
Integration & delivery
Inventory sources, refresh requirements and schema dependencies; prioritize the integrations that affect business decisions.
Quality & reliability
Add quality checks, freshness alerts and tested recovery steps to the pipelines that support critical reports.
Governance & protection
Assign dataset owners, review sensitive-data access and establish lineage for critical business information.
Analytics & AI enablement
Agree core business metrics and validate the access, quality and ownership of data needed for one priority use case.
SAMPLE REPORT · ILLUSTRATIVE ONLY
Know what you will take away.
Your result includes an overall maturity level, scores across five dimensions, evidence gaps and three suggested priorities. Download the full response record or use it to prepare an expert review.
Illustrative scorecard
50/100 · Controlled
Architecture & scale50/100
Integration & delivery75/100
Quality & reliability25/100
Governance & protection50/100
Analytics & AI enablement50/100
Example priority: investigate the lowest-scoring dimension and confirm the evidence behind each answer.
HOW SCORING WORKS
A transparent reference, with clear limits.
0–24 · Reactive
Work depends heavily on manual response and individual knowledge.
25–49 · Developing
Practices exist but are not yet consistently applied.
50–74 · Controlled
Core practices have defined processes and ownership.
75–100 · Measured & improving
Practices are measured, tested and improved using evidence.
Responses are scored from 1 to 5 and normalized to 0–100. Dimensions are equally weighted and require at least two known answers each. An overall score is shown only after all questions are answered and all dimensions can be scored. This framework does not compare you statistically with other companies.