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25

Questions

6

Dimensions

~5

Minutes

Free

Full Report

Assessment Progress 0 / 25 answered

👤

Your Organisation Details

Personalises your report and ensures delivery to the right inbox.

Organisation Name *

Please enter your organisation name.

Industry Sector *

Please select your industry.

Your Full Name *

Please enter your name.

Corporate Email *

Please use your corporate email (not Gmail, Yahoo, etc.).

Job Title

Organisation Size

Phone Number

Company Website

Please enter a valid URL (https://...)

Company Logo (optional · appears on your report cover)

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Click or drag your company logo here

PNG, JPG, SVG · max 2 MB

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I

🎯

Dimension 1 · 4 Questions

Data Strategy & Governance

—

/ 5

Measures how well your organization defines, aligns, communicates, and enforces a data strategy tied to business goals — including governance frameworks, data ownership, and stewardship accountability.

1

How well is your data strategy aligned with overall business goals?

2

How effectively do you prioritize data-driven initiatives?

3

How robust is your data governance framework?

4

How well do you define data ownership and stewardship responsibilities?

II

✅

Dimension 2 · 3 Questions

Data Quality & Integrity

—

/ 5

Measures your capability to monitor, validate, cleanse, and maintain trusted data across its full lifecycle — from source systems through transformation to consumption.

5

How effectively do you measure and maintain data quality?

6

How frequently do you assess and clean your data assets?

7

How well do you handle missing or incomplete data?

III

📊

Dimension 3 · 4 Questions

Data-Driven Decision Intelligence

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/ 5

Measures how deeply data and analytics are embedded into your decision-making culture — from executive dashboards to frontline operational choices — and how well you validate the impact of those decisions.

8

How extensively do you use data to drive decision-making?

9

How effectively do business users trust and act on data insights?

10

How frequently do you validate and track the impact of data-driven decisions?

11

How well do you use predictive and prescriptive analytics?

IV

⚙️

Dimension 4 · 4 Questions

Data Management & Operations

—

/ 5

Measures the maturity of your data pipelines, integration practices, metadata management, cataloging, and the operational efficiency of your analytics infrastructure.

12

How effectively do you manage data quality and integrity?

13

How seamlessly do you integrate data management with business processes?

14

How efficiently do you allocate resources for data analytics projects?

15

How effectively do you use automation for analytics processes?

V

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Dimension 5 · 4 Questions

Data Ethics & Privacy

—

/ 5

Measures the robustness of your ethical guidelines, privacy frameworks, bias mitigation controls, regulatory compliance, and employee awareness around responsible data use.

16

How well-defined are your ethical guidelines for data usage?

17

How well do you manage bias and fairness in data-driven decision-making?

18

How robust are your data privacy policies?

19

How effectively do you train employees on data privacy risks?

VI

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Dimension 6 · 6 Questions

AI Maturity Assessment

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/ 5

Measures the readiness and sophistication of your AI strategy, model governance, workforce AI literacy, cross-functional AI collaboration, and your organization's capacity to scale AI-driven insights responsibly.

20

How well-defined is your AI strategy within the organization?

21

How effectively do you integrate AI into your business processes?

22

How well do you manage and monitor AI models over time?

23

How do you govern AI ethics and compliance?

24

How well is your workforce trained and prepared for AI initiatives?

25

How effectively do AI and business teams collaborate?

👤

Your Organisation Details

Personalises your report and ensures delivery to the right inbox.

Organisation Name *

Please enter your organisation name.

Industry Sector *

Please select your industry.

Your Full Name *

Please enter your name.

Corporate Email *

Please use your corporate email (not Gmail, Yahoo, etc.).

Job Title

Organisation Size

Phone Number

Company Website

Please enter a valid URL (https://...)

Company Logo (optional · appears on your report cover)

📎

Click or drag your company logo here

PNG, JPG, SVG · max 2 MB

✕ Remove logo

I

🎯

Dimension 1 · 7 Questions

Data Strategy & Governance

—

/ 5

Measures how well your organization defines, aligns, communicates, and enforces a data strategy tied to business goals.

1

How well is your data strategy aligned with overall business goals and measurable KPIs?

2

How effectively do you communicate and cascade the data strategy across all business units?

3

How frequently do you review and update your data strategy to reflect evolving market conditions?

4

How robust is your data governance framework in terms of policies, accountability, and enforcement?

5

How well do you define, document, and enforce data ownership and stewardship responsibilities across domains?

6

How effectively do you prioritize and track the ROI of data-driven initiatives?

7

How well do you integrate data governance with regulatory compliance requirements (e.g., GDPR, PDPA)?

II

✅

Dimension 2 · 7 Questions

Data Quality & Integrity

—

/ 5

Measures your capability to monitor, validate, cleanse, and maintain trusted data across its full lifecycle.

8

How effectively do you measure, track, and report on data quality dimensions (accuracy, completeness, timeliness, consistency)?

9

How frequently do you assess, profile, and remediate your data assets across critical domains?

10

How well do you handle missing, duplicate, or incomplete data through automated and manual controls?

11

How comprehensively do you enforce data standardization, taxonomies, and naming conventions across systems?

12

How well do you integrate real-time data quality monitoring and alerting into production pipelines?

13

How effectively do you audit and validate data accuracy at the source, during transformation, and at consumption?

14

How well do you track and manage data lineage end-to-end to support traceability and root-cause analysis?

III

📊

Dimension 3 · 7 Questions

Data-Driven Decision Intelligence

—

/ 5

Measures how deeply data and analytics are embedded into your decision-making culture.

15

How extensively do you use data and analytics to drive strategic, tactical, and operational decisions?

16

How effectively do business users trust, adopt, and act on insights from analytical tools and dashboards?

17

How frequently do you validate and track the downstream impact of data-driven decisions on business outcomes?

18

How well do you use predictive and prescriptive analytics to anticipate trends and prescribe actions?

19

How effectively do you embed data insights directly into business workflows to reduce reliance on manual interpretation?

20

How well do you establish a feedback loop between analytical recommendations and actual observed results?

21

How comprehensively do you leverage external benchmarks and industry data to enrich internal decision intelligence?

IV

⚙️

Dimension 4 · 7 Questions

Data Management & Operations

—

/ 5

Measures the maturity of your data pipelines, integration practices, metadata management, and operational efficiency.

22

How effectively do you manage data quality, lineage, and metadata across the full data lifecycle?

23

How seamlessly do you integrate data management practices with business processes and operational workflows?

24

How efficiently do you allocate resources (people, tools, budget) for data analytics projects and platforms?

25

How effectively do you use automation for data ingestion, transformation, and delivery pipelines?

26

How well do you manage data cataloging, discovery, and self-service access across the organization?

27

How comprehensively do you monitor pipeline health, data freshness, and SLA compliance in production?

28

How well do you manage the scalability and resilience of your data infrastructure as data volumes grow?

V

🔒

Dimension 5 · 7 Questions

Data Ethics & Privacy

—

/ 5

Measures the robustness of your ethical guidelines, privacy frameworks, bias mitigation controls, and regulatory compliance.

29

How well-defined and operationalized are your ethical guidelines for data collection, use, and sharing?

30

How effectively do you identify, monitor, and mitigate bias and fairness issues in data-driven decision-making?

31

How robust and up-to-date are your data privacy policies, consent frameworks, and data subject rights processes?

32

How effectively do you train all relevant employees on data privacy risks, obligations, and incident response?

33

How comprehensively do you conduct data ethics impact assessments before launching new data initiatives?

34

How well do you enforce data minimization, purpose limitation, and retention policies across all data assets?

35

How effectively do you monitor and audit compliance with internal data ethics policies and external regulatory requirements?

VI

🤖

Dimension 6 · 7 Questions

AI Maturity Assessment

—

/ 5

Measures your AI strategy readiness, model governance, workforce AI literacy, and capacity to scale AI-driven insights.

36

How well-defined is your enterprise AI strategy, including use-case prioritization and ROI measurement?

37

How effectively do you integrate AI and machine learning into core business processes and decision workflows?

38

How well do you manage and monitor AI models over time, including performance drift and retraining cycles?

39

How comprehensively do you govern AI ethics, explainability, compliance, and responsible use?

40

How well is your workforce trained, upskilled, and prepared to work alongside AI-powered tools and outputs?

41

How effectively do AI/data science teams and business units collaborate on problem definition and solution delivery?

42

How well do you establish structured processes to evaluate, pilot, and scale AI use cases with measurable business value?

✓

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