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Data Quality Toolkit

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Data Quality
Toolkit

Professional data quality tools built for programme officers, data managers, and teams working with real-world field data.

8 tools live
Lifetime access
Runs in your browser
Live tools
Live
Duplicate Record Detector
Upload your dataset, choose key fields, and instantly identify exact and near-duplicate records. Exports a clean dataset with duplicates removed.
CSV Excel KoboToolbox ODK DHIS2
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Live
Completeness Scorecard
Score every column in your dataset for completeness. Get a RAG-rated breakdown, summary stats, and export a formatted report for donors or supervisors.
CSV Excel PDF export XLSX export
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Live
Validity Checker
Set rules per column — value ranges, allowed lists, date bounds, exact lengths, regex patterns — and instantly flag every row that breaks your standards. Auto-suggests rules based on your data.
CSV Excel Range checks Allowed values Regex patterns
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Live
Consistency Checker
Detect encoding variants automatically and define cross-column logic rules — flags rows where related fields contradict each other.
Cross-field rules Date logic Value encoding Conditional checks
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Live
Enumerator Fraud Detector
Audit your survey data for phantom submissions. Automatically flag speed runs, off-hour submissions, and device hoarding to ensure data integrity before reporting.
Speed runs GPS Teleportation Robotic variance
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Live
PII Anonymizer & Redactor
Secure your datasets before sharing. Auto-detect names, phone numbers, and IDs, then permanently redact, mask, hash, or demographic bucket them to comply with data privacy laws.
GDPR Hashing Masking
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Live
Secure Dataset Merger
Instantly merge baseline and endline datasets. Supports composite keys, selective column imports, and missing data patching without Excel VLOOKUP crashes.
Baseline/Endline Left Join Data Patching
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Live
Dataviz Chart Picker
An interactive guide to choosing the exact right chart to tell your project's story. Explains the dos and don'ts of data visualization for clear, accurate reporting.
Reporting Charts
Open guide
For teams & organisations
Organisation
$399 one-time · unlimited users
For INGOs, government departments, and consultancy firms rolling out toolkit-wide.
  • Everything in Team
  • Unlimited users, one organisation
  • Invoice & PO accepted
  • Onboarding session included
  • Your requests shape the roadmap
Get in touch
CK
Cynthia Muyunda-Kambobe
CDMP  ·  MSc Data Science (in progress)  ·  Kithms Enterprise

These tools come from years of cleaning data in the field — KoboToolbox exports with 20% duplicates, DHIS2 imports with missing facility codes, beneficiary lists where the same person appears under three different spellings. I built them because I kept doing the same checks manually, and I knew other data managers were too. I hope they save you hours on your next dataset.

Work With Me
Need data training or systems support for your team?

These tools are a starting point. I offer practical data training workshops and consulting packages for NGO teams, government departments, and SMEs — from one-day workshops to full data system builds.

Data Quality Training Form Design Data Storytelling Consulting Packages
Get in touch View training programmes