Research programme

Testing AIR in the changing social context of violence

The programme combines transparent case research, governed Five Eyes context indicators, conceptual development and empirical validation. Its task is not to illustrate a predetermined conclusion, but to establish which AIR propositions are supported, complicated or contradicted by the evidence.

Design
Exploratory descriptive and hypothesis-generating
Geography
Five Eyes
Public period
2000–2026 2026 partial
Next empirical gate
Independent coding reliability

Questions the programme is designed to make testable

RQ1

Changing pathways

How has publicly documented digital-pathway involvement varied across terroristic attacks, thwarted plots and CIVM incidents over time?

RQ2

Case composition

How do AIR evidence levels, ideology, online behaviour, targets, harm vectors and actor characteristics differ across countries and incident categories?

RQ3

National context

Which compatible digital, institutional, demographic, economic, health, crime and cohesion indicators move together—and where do countries diverge?

RQ4

Context and cases

Which country-year correspondences warrant further study after coverage, missingness, legal regimes, source changes and ecological inference are considered?

RQ5

Alternative explanations

How much of an apparent AIR pattern may reflect case selection, digital-source visibility, changing reporting, legal classification or the growth of public online traces?

RQ6

Prevention and practice

Which findings could responsibly inform policing, intelligence, border security, journalism and prevention without demographic profiling or causal overclaim?

Connected workstreams with different evidential roles

Case research

Five Eyes AIR Case Database

Source-qualified incident records, legal stages, digital-pathway evidence, targets, harm, actor structure and uncertainty.

Context research

Five Eyes Social Context Database

Governed country-year indicators with explicit permissions for display, trend, comparison and exploratory association.

Theory

AIR framework development

Operational distinctions between lawful participation, CIVM and terrorism, and testable propositions about curation, immersion, reinforcement and mobilisation.

Methods

Validation and sensitivity

Semantic consistency gates, independent coding reliability, alternative classification rules, source-coverage analysis and reproducible statistics.

Application

Intelligence, policing and prevention

Implications for threat assessment, online harms, foreign interference, public safety, border practice and democratic resilience.

Knowledge exchange

Teaching and public understanding

Open exploratory tools, annual reporting, quarterly updates and disciplined communication for students, journalists and non-specialists.

Review the bounded Border Security & Public Safety research module →

Validation before stronger inference

  1. Resolve semantic inconsistencies. Reconcile CIVM eligibility, AIR levels and the separate online-mobilisation field before treating the present case release as launch-final.
  2. Freeze a coding manual. Convert expert rules into independently applicable decisions with examples, exclusions and uncertainty outcomes.
  3. Measure inter-coder reliability. Preserve pre-adjudication coding and report agreement by field, including sparse-category and prevalence effects.
  4. Test sensitivity. Recalculate results under plausible alternative inclusion, AIR, temporal and source-quality rules.
  5. Model ascertainment. Examine whether recency, source abundance and the increasing availability of online traces explain part of the observed AIR distribution.
  6. Specify causal designs separately. Any future causal claim requires a design that addresses time trends, clustering, confounding, measurement change and counterfactual exposure.
Validation methodologyAIR Research Laboratory

Planned evolution, 2026–2029

The roadmap is a programme plan, not a claim that an unpublished output exists or a guarantee that its title and date cannot change.

  1. 2026

    Launch and empirical foundation

    • Public research dashboard launch
    • Empirical AIR paper
    • Practitioner paper
    • First AIR Update
  2. 2027

    First annual synthesis

    • Toxic AIR
    • Annual AIR Report
    • Expanded datasets
  3. 2028

    Social-context expansion

    • The Social Context of Modern Violence
    • International collaborations
    • Doctoral research
  4. 2029

    Practitioner maturity

    • AIR: Intelligence, Policing and Prevention
    • Mature AIR Research Programme

Open the full Research Roadmap and release gates →

Reproducible critique is part of the programme

The public data, source registers and methodological documentation are intended to support independent checking, replication, doctoral research and collaboration. Agreement with AIR is not a condition of useful engagement; well-specified null findings, alternative explanations and corrections strengthen the programme.

Contact the programmeDownload the releasesPublications and work in progress