VelocitiQ Solutions

Data & Research

Survey Data Harmonisation, Islamabad

Multi-site survey data cleaned, harmonised and documented into an analysis-ready dataset.

Project XYZ-05
  • Data Cleaning
  • QA
  • Codebook
  • SPSS

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Survey data arriving from multiple sites rarely agrees on categories, spelling or structure, and a cleaned file that cannot be explained is not much use to a reviewer.

The work covered merging submissions, harmonising categories, applying screening rules with excluded records retained rather than deleted, and a QA pass flagging quality issues. The deliverable was an analysis-ready dataset alongside the cleaning log and codebook needed to defend it.

What we built

  • Multi-site submission merging and category harmonisation
  • Screening rules with excluded records retained for audit
  • QA review pass with data-quality flags
  • Cleaning log, codebook and analysis-ready export
  • Documentation of every transformation applied

Tell us what you're building.

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