Methodology & Sources | JK & Associates

In one sentence. The Scorecard asks 40 evidence-anchored questions across 8 operational and commercial domains, scores each answer 0–4 against maturity descriptors, weights the domains by their typical impact on airline viability, and converts the result into a 0–100 Health Index with domain-level gap analysis.

1. Why a structured diagnostic?

Airline underperformance is rarely caused by a single failure. It emerges from the interaction of safety culture, schedule reliability, fleet economics, cost discipline and commercial execution. A structured, weighted diagnostic surfaces which combination of gaps is holding an operator back — before a consulting engagement, not after weeks of discovery. The Scorecard is the same instrument JK uses to open client engagements, published here in self-service form.

2. The 8 domains and their weights

Weights reflect each domain's typical influence on an airline's regulatory standing, cash generation and resilience. They were calibrated from JK's engagement history with African and Middle-East carriers and cross-checked against the priorities embedded in ICAO, IATA and lessor due-diligence frameworks.

Domain	Weight	Why it carries this weight
Safety & SMS Maturity	18%	Licence to operate. A weak SMS threatens AOC status, insurance cost and every other domain.
Operational Reliability	14%	OTP and completion rate drive both cost (disruption spend) and revenue (repeat purchase).
Cost & Fuel Efficiency	14%	Fuel and maintenance dominate CASK; small percentage gains move the P&L materially.
Revenue & Yield Management	13%	Pricing and inventory discipline determine how much of the network's potential is captured.
Fleet & Network Planning	12%	Fleet decisions lock in the cost base for a decade; network shape sets the revenue ceiling.
Commercial & Ancillary	10%	Distribution cost and ancillary penetration are the fastest-moving margin levers.
Financial Health & Strategy	10%	Liquidity runway and governance determine whether improvements can be funded at all.
People & Organisation	9%	Capability and retention are the delivery mechanism for every other domain.

3. How scoring works

Each domain has 5 questions; each answer maps to a maturity level from 0 (absent/ad-hoc) to 4 (optimised/industry-leading).
A domain score is the average of its 5 answers, expressed as a percentage of the maximum.
The Health Index is the weighted sum of the 8 domain percentages using the weights above.
Answer options are written as observable descriptors ("we have X, reviewed at Y cadence") rather than self-ratings, to reduce optimism bias.

4. Interpretation bands

0–44 · Turnaround required 45–64 · Material gaps to close 65–79 · Competitive, with upside 80–100 · Best-in-class trajectory

The report also flags your three widest domain gaps and prescribes the matching JK toolboxes and engagement phases, so the output is a prioritised action shortlist rather than a raw number.

5. Frameworks and sources we draw on

ICAO Annex 19 & Doc 9859 (SMM) — safety management maturity descriptors.
IATA IOSA standards and IATA economics briefings — operational and cost benchmarks.
ACI / IATA on-time performance conventions — reliability definitions (OTP-15, completion factor).
Standard airline unit-economics practice — CASK/RASK framing used in the calculator tools.
JK engagement data — anonymised patterns from diagnostics run with carriers in Africa and the Middle East.

Industry figures cited across the toolkit are current as of Q4 2024 – mid-2025 (AFRAA Q4 2024 Performance Update; IATA 2024 Safety Report; IATA Cost Disadvantage of African Airlines, 2025). We refresh these references as new AFRAA/IATA reports are published — each figure in the report names its source inline.

6. Limitations — read this

The Scorecard is a self-assessment screening instrument, not an audit. Scores reflect the knowledge and candour of the person answering. It does not replace an IOSA audit, a regulator inspection or financial due diligence — it tells you where to look first. Results are indicative and carry no certification value.

7. Data handling

Your answers never leave your browser — there is no server, database or analytics collecting them. See the Privacy Notice for the full explanation.

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