MENA Open Data & Evidence Lab
Commissioned evidence

Bring one difficult evidence problem.

The Lab takes bounded assignments where a decision depends on fragmented sources, historical vintages, disputed denominators, changing methodologies, regional comparability or a model that may be using information it could not have known at the time.

Request a scoped engagement →

Measurement economics services

Use the Lab’s public infrastructure on your private question.

The methodology is inspectable before you buy. Client work applies it to a specific historical cutoff, model or forecasting problem.

01 · Reconstruction

Historical Data Reconstruction

Give us a country, indicator set and historical cutoff. We reconstruct the exact official information set that was publicly knowable then, preserving releases, vintages, definitions and source boundaries.

Typical bounded scope · US$1,500–5,000
02 · Model audit

Statistical Revision Audit

We test whether latest-vintage data contaminates historical evaluation, whether rebasing or methodology changes break comparability, and how conclusions move under real-time vintages.

Typical bounded scope · US$2,500–7,500
03 · Forecast audit

Calendar-Aware Forecast Audit

We test Ramadan, Eid, Hajj, working-day and historically applicable weekend-regime controls against the client baseline, with out-of-sample evaluation rather than an in-sample fit story.

Priced to model perimeter and data access
Scope rule. Published price ranges are positioning anchors for bounded work, not universal quotes. Final fees depend on source access, historical depth, number of series, model complexity, confidentiality, turnaround and review burden.
Other institutional engagement formats
Evidence Sprint

One difficult decision question, resolved fast.

Source-linked evidence brief, focused data build, provenance register, QA record, limitations register and executive decision memo.

From ~US$3k
Indicator & Provenance Audit

Can this indicator survive scrutiny?

Definitions, denominators, source integrity, transformations, comparability, versioning and claim-level provenance checked as one auditable system.

~US$5k–12k
MENA Dataset Build

Research-ready regional evidence.

Source architecture, data contracts, normalized schema, provenance, QA, dictionaries, limitations and reproducible delivery package.

~US$8k–25k
Replication & Reproducibility Audit

Independent rerun, robustness and documentation.

Reproduction of a published or internal analysis, discrepancy logging, robustness checks, environment capture and claim audit.

~US$5k–15k
Short inquiry

Give us the decision, not a long brief.

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Working contact route

Research & commissioned work

layanoraidi@gmail.com

This monitored mailbox remains the public route until a domain mailbox is verified end-to-end.

Engagement standard

Every paid engagement begins with a written scope covering the decision question, evidence perimeter, source access, deliverables, timeline, price and payment terms, confidentiality, publication rights, draft-review rights, suppression rights and conflict disclosures. The operating workflow is documented in the Commissioned Work Standard.

Research independence

Commissioned analysis does not change the evidence labels used on public research. A client may review commissioned work within the agreed scope, but review rights, publication rights and any suppression rights are disclosed. See Funding & Independence.