Start with definitions, not dashboards

Every metric stored on the production page should include:

  • exact metric name;
  • company definition;
  • GAAP, non-GAAP, or operating classification;
  • period;
  • reported value;
  • prior comparable value;
  • source;
  • last-verified date;
  • any definition change;
  • relationship to a financial-statement line.

Do not merge similarly named metrics across companies unless the definitions are truly comparable.

Core metrics

1. Production Or Throughput

Track production or throughput using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in production or throughput does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

2. Realized Price And Differential

Track realized price and differential using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in realized price and differential does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

3. Unit Operating Cost

Track unit operating cost using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in unit operating cost does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

4. Utilization

Track utilization using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in utilization does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

5. Capital Expenditures

Track capital expenditures using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in capital expenditures does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

6. Free Cash Flow

Track free cash flow using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in free cash flow does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

7. Net Debt

Track net debt using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in net debt does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

8. Reserve Life Or Contracted Capacity Where Relevant

Track reserve life or contracted capacity where relevant using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in reserve life or contracted capacity where relevant does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

9. Return On Capital

Track return on capital using a consistent definition and period. Compare the current reading with the company's own history, the closest peer group, management's explanation, and the operating variable that should economically drive it. A number is not informative when its definition changes or when a one-time acquisition, divestiture, accounting change, currency move, or unusual comparison period distorts the trend.

For Oneok, this metric should be tied back to the revenue engine - commodity prices, production or throughput, realized differentials, utilization, service intensity, contract structure, and capital spending by the energy industry - and then reconciled to cash generation. When a favorable movement in return on capital does not eventually improve free cash flow, return on capital, balance-sheet strength, or competitive position, investigate why.

Income-statement interpretation

Revenue growth should be disaggregated into price, volume, mix, acquisition/divestiture, currency, and other effects when disclosed. Gross margin shows the relationship between revenue and direct cost, but it can move because of mix rather than underlying efficiency. Operating margin is more complete, yet it can still be flattered by excluding recurring “adjustments.” Compare reported and adjusted figures side by side.

Balance-sheet interpretation

The balance sheet reveals how much capital the operating model consumes. For Oneok, monitor working capital, inventory where relevant, receivables, property and equipment, goodwill and acquired intangibles, debt, lease obligations, pension or insurance liabilities when relevant, and liquidity. Rapid earnings growth accompanied by faster balance-sheet expansion can signal deteriorating capital efficiency.

Cash-flow interpretation

Reconcile net income to cash from operations. Working-capital releases can temporarily boost cash; inventory or receivable investment can temporarily suppress it. Then subtract the capital spending required to maintain and grow the business. If acquisitions are a routine part of the business model, analyze acquisition spending separately rather than pretending it has no economic cost because it sits outside conventional free cash flow.

Return on invested capital

ROIC or an equivalent return measure connects the income statement to the balance sheet. The important question is not merely whether Oneok earns a high historical return, but whether the next dollar reinvested is likely to earn an attractive incremental return. Compare incremental operating profit with incremental capital across several years where possible.

Growth-quality scorecard

QuestionStronger evidenceWarning evidence
RevenueOrganic, diversified, repeatableAcquisition-heavy, price-only, or concentrated
MarginStable/improving with healthy demandImproved only through temporary cuts or mix
CashEarnings convert to cashPersistent gap between earnings and cash
CapitalIncremental returns remain attractiveCapital base grows faster than profit
Balance sheetFlexibility preservedLeverage or fixed obligations rise materially
CustomersRetention/share stable or improvingChurn, traffic, utilization, or share weakens

Growth/Value style metrics versus business metrics

The S&P 500 Growth / Value classification uses a specific index methodology. Do not substitute the company's operating KPI dashboard for the index provider's style scores. Conversely, do not use a style label as a substitute for business analysis. The two layers answer different questions.

Monitoring cadence

Update fast-moving operating KPIs each quarter. Update structural facts - business model, competitive advantages, reporting segments, major brands, capital policy - only when the underlying business changes. Review debt maturities, patent or lease calendars, regulatory milestones, and other dated obligations on a forward-looking schedule.

Questions for investors

  1. Which metric has the strongest causal relationship with Oneok's revenue?
  2. Which metric leads reported revenue by one or more quarters?
  3. Which metric can look strong temporarily because of working capital or accounting?
  4. What metric best reveals pricing power?
  5. What metric best reveals customer retention or market share?
  6. Is margin improvement coming from scale, mix, price, or cost cuts?
  7. Are capital expenditures maintenance or growth oriented?
  8. Is acquisition spending economically recurring?
  9. How much dilution is created by stock compensation or equity issuance?
  10. Does incremental return on capital remain attractive as the company grows?

Key takeaways

  • Use company definitions and source periods for every KPI.
  • Connect operating metrics to financial statements and cash flow.
  • Separate price, volume, mix, and acquisition effects.
  • Measure the capital required to produce growth.
  • Treat style-index metrics and company operating metrics as separate analytical layers.