Data Cleaning and Preparation

We organize your dataset, handle duplicates and missing or inconsistent values, and deliver an analysis-ready copy with a log of every change.

We review variable names, types, coding and units, and flag duplicates and missing or implausible values. No record is removed and no value is changed without a rule you approve, and missing values are never invented.

You receive your original file unchanged, a cleaned copy, a codebook and a log of changes and open queries.

What you get

  • Checks of variables, coding and units.
  • Flagging duplicates and missing or inconsistent values.
  • Approved changes only.
  • Cleaned dataset, codebook and change log.

What is not included

  • New data collection.
  • Statistical analysis.
  • Altering data to reach a desired result.

What we need from you

  • Data file without names or personal identifiers.
  • Variable definitions or the data-collection form.
  • Study question and planned analysis.

How it works

  1. 1Request
  2. 2Quote
  3. 3Payment
  4. 4Delivery

Common questions

When does project work begin?

The estimated delivery period begins after payment is verified and the required non-sensitive materials are received and approved through the agreed communication channel. Each service defines its requirements.

Is publication or manuscript acceptance guaranteed?

No. Publication, acceptance, and assessment decisions belong to the relevant institutions. We do not guarantee publication, grades, or research outcomes.

Can I send research files or patient information here?

This website does not accept research files or patient data. Keep form submissions general and non-sensitive. Any necessary communication process is agreed after review.

How do I track my order?

After you place your order, we email you a link to your private order page. There you can see each stage of the work and its date, what we need from you, and our latest notes, and we email you whenever the stage changes. If you lose the link, open "Track your order" at the bottom of any page and enter your email and order number, and we'll send the link to the email on your order.

5–10 business days

Statistical Data Analysis

We analyse your study data according to its question and plan, and deliver results tables with a clear explanation of each result.

3–5 business days

Statistical Review of a Completed Manuscript

Before you submit, we review the statistics in your manuscript: whether the tests fit, how the results are reported and whether the numbers match across tables and text.

PricePriced after review
Request a quote