Dubaist · Academy
Sector metric cheat sheet
Use the operating and financial evidence model that matches the issuer rather than one universal ratio set.Start with the business model, not a universal ratio
A sector metric is useful only when it describes how a particular business creates, finances and protects value. The same label can mean different things across industries, and a metric important to a bank may be irrelevant to a utility or retailer. Begin with the listed security, legal issuer, operating perimeter, sector, industry and business model. Then identify the economic engine: lending and deposits, property development, regulated infrastructure, contracted energy, subscriptions, transport capacity, insurance risk, healthcare activity, consumer locations or a digital marketplace. Dubaist assigns a sector lens from source-backed identity information; the assignment does not prove that the issuer reports every metric in that lens. A missing KPI remains missing. Do not replace it with a sector average or a value from another company. The cheat sheet is a map of questions and definitions, not a scorecard. It helps readers decide which evidence to seek before comparing companies and prevents one simple ratio from becoming a false universal measure of quality.
Map financial institutions and asset-backed businesses
Banks require profitability, funding, asset quality, capital and liquidity to be read together. A return measure without credit risk or capital context is incomplete, while a margin without funding mix can mislead. Insurers need insurance-service definitions, claims, reserves, reinsurance, investment results and regulatory capital, keeping conventional and takaful entities distinct. Capital-markets and brokerage businesses depend on client assets, trading activity, custody, fee mix and regulatory permissions. Developers need presales, backlog, launches, handovers, land, recurring assets, cash conversion and leverage. REITs require NAV, FFO or AFFO definitions, occupancy, lease duration, financing, property value and distribution cover. None of these management or sector terms is imported merely because it appears familiar. Record the issuer definition, period, unit, consolidation scope, source and reconciliation. Statutory lines and management KPIs remain separate. When a portfolio, fund, joint venture or managed property sits outside consolidation, its metric cannot be added to the group without an eligible bridge.
Map infrastructure, energy and transport
Utilities are examined through capacity, availability, production, transmission or distribution, tariffs, concessions, regulated assets, contracted cash flows and capital requirements. Energy companies may require volumes, realised prices, utilisation, reserves, contract structure, operating costs and investment. These definitions differ by upstream, services, distribution and integrated models. Telecom analysis uses subscribers, ARPU, churn, enterprise activity, data usage, capex intensity and international segments, with definitions aligned before comparison. Aviation and transport require passengers, load factor, yield, capacity, fleet, throughput, utilisation and fuel or operating sensitivity. Ports, logistics, aviation services and maritime operators do not share one denominator merely because they occupy the same broad sector. The analyst must determine whether a metric covers owned assets, managed assets, joint ventures or total network activity. Dubaist keeps physical measures separate from financial statement lines and from model estimates. A headline capacity or volume is not automatically revenue, cash flow or profit. The source, interval and perimeter must travel with every KPI.
Map consumer, healthcare and technology models
Consumer and retail companies can be read through store or site count, comparable activity, transaction volume, product mix, gross margin definitions, inventory, working capital and expansion. Healthcare needs patient activity, capacity, occupancy, specialties, payer mix, revenue cycle and clinician or facility definitions. Education requires enrolment, capacity, utilisation, fee structure, owned versus managed institutions and academic-year periods. Technology and marketplace businesses may disclose users, orders, gross transaction measures, monetisation, take rate, retention, fulfilment and unit-economics concepts. These management definitions are especially easy to mix with statutory revenue or cash flow, so reconciliation and perimeter are essential. Construction, industrial and services companies may rely on order intake, backlog, execution, utilisation, project mix and contract risk. A reported KPI can still be incomparable when companies define active users, same-store scope or backlog differently. The cheat sheet asks for the definition first, then the value. If the definition or bridge is absent, Dubaist shows the metric as unavailable rather than manufacturing comparability.
Apply one evidence contract to every sector
Although the questions differ, the evidence contract is constant. Every material KPI needs the exact issuer identity, metric key and definition, reporting period, unit, currency where relevant, consolidation scope, evidence class, document, locator and verification date. Reported, normalized, calculated, estimated and inferred values remain separate. Quarter-only and cumulative periods do not mix. Restatements preserve the earlier record, conflicts block a single answer and stale inputs trigger revalidation. Source rights are checked independently before extraction or publication. The TAQA example on this guide is identity-only: Dubaist identifies Abu Dhabi National Energy Company on ADX under ticker TAQA as a stable profile to which a utility or energy lens can attach. It publishes no capacity, tariff, volume, financial value or conclusion. Readers can use the map to select the next dedicated guide and then verify the issuer’s own definitions. A sector lens organizes evidence; it does not rank companies, guarantee that every KPI exists or create an investment signal. Any analytical conclusion remains subject to current data and Editorial review.
Identity-only issuer example
TAQA as a sector-lens identity
Dubaist identifies Abu Dhabi National Energy Company as ADX ticker TAQA. The example anchors the sector-lens workflow and publishes no capacity, tariff, volume, financial value, score or investment conclusion.
Abu Dhabi National Energy Company · ADX · TAQA