Research brief
What has to be true
Track recurring revenue quality, renewal behavior, customer expansion, and the cost of sustaining product velocity.
Business map
Translate the story into observable drivers
Operating focus
Mobility, delivery, and platform economics.
The useful question is whether reported economics support the narrative across a full cycle, not whether the narrative sounds plausible in one quarter.
Sector lens
Backlog quality, order conversion, utilization, and cost execution.
- Orders and backlog
- Industrial production
- Service mix
- Labor and material availability
Financial diagnostics
Five checks before a valuation conclusion
| Measure to compare | What to test | Evidence trail |
|---|---|---|
| Organic Orders | Track the level, direction, and management explanation across at least four reporting periods. | Annual and quarterly filings; reconcile non-GAAP presentations to reported statements. |
| Book-To-Bill | Track the level, direction, and management explanation across at least four reporting periods. | Annual and quarterly filings; reconcile non-GAAP presentations to reported statements. |
| Backlog Conversion | Track the level, direction, and management explanation across at least four reporting periods. | Annual and quarterly filings; reconcile non-GAAP presentations to reported statements. |
| Segment Margin | Track the level, direction, and management explanation across at least four reporting periods. | Annual and quarterly filings; reconcile non-GAAP presentations to reported statements. |
| Free Cash Flow Conversion | Track the level, direction, and management explanation across at least four reporting periods. | Annual and quarterly filings; reconcile non-GAAP presentations to reported statements. |
Model evidence
What the V4.67.1 replay observed
These are overlapping daily observations from V4.67.1 historical sample. They are not independent trades and do not include a claim of future performance.
Thesis stress test
Define what would change the conclusion
Evidence strengthening
Core drivers improve while cash conversion, balance-sheet flexibility, and sector-relative performance remain consistent.
Evidence unresolved
The narrative improves but reported economics, guidance, or peer confirmation remain mixed.
Evidence weakening
Reported results contradict the driver map, management changes definitions, or the downside requires increasingly generous assumptions.
Risk register
Company questions that deserve a dated answer
Order Cancellations
Define the first measurable evidence that this risk is moving from a possibility into reported results.
Project Cost Overruns
Define the first measurable evidence that this risk is moving from a possibility into reported results.
Labor Constraints
Define the first measurable evidence that this risk is moving from a possibility into reported results.
Cyclical Demand Reversal
Define the first measurable evidence that this risk is moving from a possibility into reported results.
Peer context
Nearby dossiers
- CAT: Caterpillar Inc. - construction equipment, mining machinery, and cyclicality
- DE: Deere & Company - agriculture equipment, precision technology, and farm income
- GE: GE Aerospace - aircraft engines, services, and aerospace cycles
- HON: Honeywell International Inc. - industrial automation, aerospace, and controls
- UNP: Union Pacific Corporation - rail freight, network efficiency, and industrial demand
Primary sources first
Evidence trail
Documents and market data change. Verify the latest filing and state the observation date before relying on a conclusion.
Complete historical result table
UBER results across every measured horizon
The chart above is easier to scan, while this table supplies the values needed to check the interpretation. Returns use the next-session open assumption described in the data methodology. “Positive observations” is the share of overlapping observations with a positive raw close return; it is not a win rate from independent trades.
| Forward horizon | Average raw return | Excess vs QQQ | Excess vs SPY | Positive observations | Average maximum upside | Average maximum downside |
|---|---|---|---|---|---|---|
| 1 trading day | -1.46% | -1.79% | -1.56% | 16.7% | 0.82% | -2.39% |
| 3 trading days | -1.45% | -2.11% | -1.97% | 16.7% | 1.81% | -4.21% |
| 5 trading days | -2.90% | -3.37% | -3.47% | 8.3% | 1.90% | -4.77% |
| 10 trading days | -3.78% | -5.10% | -4.94% | 25.0% | 2.04% | -6.59% |
| 20 trading days | -5.88% | -6.68% | -6.95% | 0.0% | 2.53% | -9.88% |
Company-specific research questions
What to verify for Uber Technologies, Inc.
Uber Technologies, Inc. is included because its operating story centers on mobility, delivery, and platform economics. A useful update should connect that story to reported figures, explain any definition change, and compare the same period with an appropriate peer or benchmark.
Mobility: demand
Locate the latest reported demand indicator for mobility. Separate price, volume, mix, currency, acquisition, and timing effects where management discloses them. Record both the current period and the comparable prior period.
Delivery: economics
Test whether growth in delivery is reaching gross profit, operating income, and cash flow. Note stock-based compensation, restructuring, capitalized costs, working-capital movements, or other items that make adjusted and reported outcomes diverge.
Platform Economics: durability
Identify the earliest measurable evidence that platform economics is strengthening or weakening. Useful evidence can include retention, backlog, utilization, unit economics, concentration, regulation, or competitive pricing, depending on the company’s disclosures.
Quarterly update standard
Turn the next filing into a comparable update
| Evidence layer | Minimum information to record | Reason it matters |
|---|---|---|
| Reported results | Period, accounting basis, segment or consolidated scope, current value, prior-period value, and the exact filing page. | Prevents a headline number from being compared with a differently defined figure. |
| Management explanation | Quantified price, volume, mix, currency, acquisition, cost, or timing effects; label unquantified explanations separately. | Shows which part of the change is measured and which part remains narrative. |
| Cash and balance sheet | Operating cash flow, capital expenditure, material working-capital changes, debt, liquidity, and share count. | Tests whether earnings quality and financing capacity support the operating story. |
| Industrials comparison | Use the same dates and definitions for a peer or sector baseline; explain any unavoidable mismatch. | Separates company-specific movement from a broad sector or market move. |
A conclusion is ready for publication only after the source, period, calculation, counter-evidence, and next checkpoint are visible. If the filing does not disclose a needed figure, state that limitation rather than estimating it as fact.