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Research · Analytical contributions

Research Analytics & Scholarly Contributions

Analytical and methodological contributions to published and publication-oriented research.

This page presents research to which Edward has contributed substantial statistical, analytical, methodological or research-support expertise. In some work, that specialist contribution may be documented or acknowledged separately from formal authorship.

Authorship and analytical / scholarly contribution are distinct.

Preserving that distinction supports scholarly transparency and accurately represents how specialist research support may contribute to a published study.

Scope

What counts as a research analytics contribution?

Analytical support can enter at different points in the research process. The appropriate contribution is determined by the question, study design, data and intended output; not every supported study uses every method listed here.

  • Research design support
  • Statistical analysis
  • Data preparation and cleaning
  • Variable construction
  • Descriptive analysis
  • Inferential analysis
  • Regression analysis
  • Statistical modelling
  • Subgroup analysis
  • Sensitivity analysis
  • Data visualisation
  • Interpretation of analytical findings
  • Support with research tables and figures
  • Publication-oriented analytical support
  • Systematic-review and meta-analysis analytical support where applicable
  1. 01

    Research Question

  2. 02

    Data

  3. 03

    Analysis

  4. 04

    Interpretation

  5. 05

    Research Output

Scholarly transparency

Authorship vs analytical contribution

These categories communicate different relationships to a research output and should not be treated as interchangeable.

Specialist input

Analytical / Scholarly Contributions

Research in which Edward contributed specialist analytical or methodological support but may not necessarily be listed as an author. Acknowledgment-based contribution is presented accurately and is not converted into an authorship claim.

Authorship reflects formal scholarly authorship; analytical contribution reflects documented specialist input into the research process.

Contribution areas

Types of analytical contribution

Established forms of specialist support, selected according to the methodological needs of each study.

Research analytics

Statistical Analysis

Application of appropriate statistical methods to research datasets.

Research analytics

Data Preparation & Quality Review

Structuring, cleaning and reviewing data before formal analysis.

Research analytics

Statistical Modelling

Modelling relationships and outcomes where appropriate to the research question and data.

Research analytics

Research Interpretation

Supporting interpretation of quantitative findings within the research question and methodological context.

Research analytics

Research Tables & Figures

Preparing clear analytical outputs suitable for manuscripts, reports or scholarly communication.

Research analytics

Publication-Oriented Analytical Support

Supporting analysis required for manuscript development, revisions or responses to methodological concerns.

Research analytics

Evidence Synthesis Analytics

Supporting systematic reviews and meta-analyses through structured quantitative synthesis where appropriate.

Explore Evidence Synthesis

Research analytics workflow

A disciplined route from objective to scholarly output

The exact workflow depends on the research question, study design, data structure and publication requirements.

  1. 01

    Research Objective

  2. 02

    Data Review

  3. 03

    Analytical Plan

  4. 04

    Statistical / Analytical Work

  5. 05

    Diagnostics / Robustness

  6. 06

    Interpretation

  7. 07

    Research Tables / Figures

  8. 08

    Scholarly Output

Research domains

Contributions across established fields

Analytical support differs by domain, but its underlying principles remain consistent: appropriate methods, reproducibility, transparency and interpretation.

  • Public Health & Epidemiology
  • Clinical & Health Research
  • Evidence Synthesis
  • Finance, FinTech & Economics
  • Development & Humanitarian Research

Appropriate Methods · Reproducibility · Transparency · Interpretation

International collaboration

Research support across teams and contexts

Research-analytics support may be delivered with researchers, medical professionals, universities, research institutions, NGOs, development organisations and international research teams.

Edward's wider research record includes collaboration with researchers in Kenya and Saudi Arabia, with research outputs spanning Kenya, Saudi Arabia, Somalia, the UAE and other African contexts.

Collaboration audiences include Researchers, Medical professionals, Universities, Research institutions, NGOs, Development organisations, International research teams.

Saudi medical research

Consultancy and scholarly analytical collaboration

Established collaboration with medical researchers in Saudi Arabia has included analytical and methodological support for medical and health research. This is consultancy and scholarly collaboration, not a claim of employment by a university or hospital.

  • Statistical analysis
  • Research-data analysis
  • Modelling
  • Analytical interpretation
  • Manuscript-oriented analytical support
  • Systematic-review and meta-analysis support where applicable

Manuscript support

Publication-oriented analytics

Analysis may be developed or revisited during manuscript preparation, supervision and peer-review response, while remaining grounded in the study design and available data.

  • Reviewing datasets before analysis
  • Checking assumptions
  • Revising analytical plans
  • Rerunning analyses after data updates
  • Interpreting reviewer or supervisor methodological comments
  • Producing or revising statistical tables
  • Diagnostics and robustness checks
  • Supporting manuscript revisions

No guarantee of publication. Analytical support does not guarantee journal acceptance, publication, authorship or a particular research outcome.

Evidence synthesis analytics

Systematic reviews & meta-analysis support

Where an evidence-synthesis question and the available studies permit quantitative synthesis, specialist support can extend from extraction design to interpretation of pooled evidence. Not every evidence-synthesis project includes a meta-analysis.

  • Data extraction structure
  • Effect-size preparation
  • Quantitative synthesis
  • Heterogeneity assessment
  • Subgroup analysis
  • Meta-regression where appropriate
  • Sensitivity analysis
  • Publication-bias assessment
  • Interpretation of pooled evidence
Explore Evidence Synthesis

Methods in context

Research analytics & data science

Traditional research statistics and broader data-science methods can be complementary. Advanced methods should be used only where they add methodological value.

Research Statistics

→ inference, estimation, relationships and uncertainty

Data Science

→ broader analytical workflows, prediction, modelling, automation and visualisation where appropriate

Deliverables

Research outputs

Depending on the engagement, analytical work may produce one or more of these outputs. Their scope is agreed for the study; none implies a promise of publication, acceptance, authorship or a specific outcome.

  • Cleaned analytical datasets
  • Statistical analyses
  • Analytical tables
  • Figures
  • Statistical models
  • Model diagnostics
  • Robustness analyses
  • Meta-analysis outputs
  • Analytical interpretation
  • Manuscript-oriented analytical files
  • Reviewer-response analytical revisions
  • Research reports

Continue exploring

Related research

These sections provide complementary evidence of formal authorship, research domains, external scholarly identity and applied project work.

Research gateway

Research Areas

The domains, questions and methodological contexts informing the work.

Explore Research Areas

Research gateway

Research Profiles

External scholarly identity, publication and professional profiles.

Explore Research Profiles

Research gateway

Selected Projects

Applied project work presented separately from the scholarly record.

Explore Selected Projects

Connected practice

Related services

Research analytics frequently intersects with methodological design, evidence synthesis and advanced data analysis.

Research collaboration

Need specialist analytical support for a research study?

Collaboration may support researchers and research teams with data analysis, statistical modelling, evidence synthesis, interpretation and publication-oriented analytical work.