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Investment Thesis

Turn a holding reason into testable claims, evidence and explicit review conditions.

87 guides

• Advertising growth: separate impressions and auction mix

  Rebuild advertising growth from impressions and average revenue, then test user engagement, placement mix and advertiser constraints with a worked example.

• Airline load factor: connect traffic, capacity and yield

  Reconstruct airline traffic and passenger revenue from RPK, ASK, load factor and yield, checking route mix and consistent units before comparing performance.

• Aluminium smelters: phase potline restarts into output

  Model aluminium restart output using time-weighted productive capacity, then separate year-end run rates, equity shares and shipment inventory bridges.

• API batches: separate production completion and quality release

  Trace completed API batches through testing, deviation review and quality release, separating physical quantity, release eligibility and actual customer shipments.

• Asset manager AUM: bridge flows and fee earning assets

  Reconcile asset manager AUM flows, market effects and acquisitions, then calculate fee yield using compatible average charging assets and product mix.

• Auto dealers: connect vehicle turns and floorplan credits

  Connect dealership inventory age, manufacturer floorplan support and borrowing costs with a vehicle-level example, preserving separate profit pools.

• Bank margin: separate deposit price from funding mix

  Rebuild a bank net interest margin bridge using average earning assets, interest-bearing deposit pricing and migration away from noninterest deposits.

• Battery storage: calculate usable lifetime energy throughput

  Build a battery energy ledger that separates usable capacity, cycle throughput, round-trip losses and contractual guarantees before comparing operating claims.

• Breweries: test capacity using fermentation tank-days

  Translate brewery tank residence and cleaning into tank-days, distinguish volume mix from time allocation, and test discrete batches and downstream bottlenecks.

• Broadband coverage: test serviceable locations before take-up

  Reconstruct broadband take-up using locations that can actually receive a standard installation, preserving building access, construction cohorts and subscriptions.

• Casino results: separate wager activity and hold variance

  Reconcile casino activity and reported win using matched drop or handle definitions, a transparent normalization case and separate settlement evidence.

• Catastrophe cover: model layers and reinstatement limits

  Rebuild catastrophe recoveries event by event using attachment points, shares and reinstatement budgets, rather than subtracting a headline cover from annual losses.

• Cement economics: connect clinker ratio and energy use

  Reconcile cement and clinker denominators, modeling fuel savings against substitute-material costs, grinding electricity and product qualification limits.

• Consumer goods growth: separate distribution and velocity

  Separate brand distribution breadth, weighted store coverage and sales velocity, using store cohorts to distinguish dilution from weaker demand.

• Container ports: reconcile crane lifts, boxes and TEU

  Reconcile container boxes, TEU and physical crane lifts using a call-level work log, then distinguish crane-hours, elapsed berth time and port performance.

• Copper smelters: separate treatment fees and metal result

  Reconcile copper concentrate purchases using dry tonnes, payable metal and TC/RC units, then isolate the commercial metal difference from processing costs.

• Ratings revenue: separate issuance and surveillance fees

  Separate ratings issuance fees from the monitored debt population, checking fee mix, maturities and market coverage before explaining revenue growth.

• Crop production: reconcile planted area and harvested yield

  Rebuild crop output from planted area, harvested area and yield, then test abandonment, quality and weather-stage effects before mapping issuer exposure.

• Data center capacity: distinguish booked and powered MW

  Distinguish buildable, constructed, powered and signed data center MW, then map their intersections into rent commencement and customer billing.

• Desalination: reconcile recovery, brine and energy use

  Reconcile desalination feed, product and brine with a salt balance, then compare energy intensity using matching water and plant boundaries.

• Engine maintenance: map life limits to shop-visit demand

  Build an engine maintenance calendar from remaining part cycles, then test removal waves, shop capacity and spare-engine needs without equating hours and cycles.

• Engineering services: test billable work and pass-throughs

  Trace engineering service revenue through billable hours, realized rates and pass-through spending, testing productivity against delivery quality and staffing scope.

• Rental fleets: reconcile time use and dollar utilization

  Compare rental fleet time utilization with revenue on average original equipment cost, separating rates, repairs, disposals and ancillary fees.

• Exchange revenue: reconcile cleared contracts and rebates

  Research exchange operator revenue through compatible contract counts, product mix, membership incentives and realized fee rates without confusing clearing cash with sales.

• Fertilizer economics: align nutrient units and gas exposure

  Compare fertilizer prices per nutrient unit and model plant-specific gas exposure, including procurement coverage, intermediates and timing constraints.

• Foundry utilization: reconcile wafer capacity and node mix

  Reconcile foundry utilization using wafer equivalents, available capacity, node mix and ramping fabs instead of treating revenue mix as physical factory loading.

• Game bookings: distinguish payer spend and revenue release

  Trace game spending into bookings and recognized revenue, then test payer breadth, launch timing and deferred balances using a hypothetical publisher.

• Gas networks: reconcile linepack and daily imbalance

  Rebuild a gas-network linepack balance in standard-volume units, distinguish stock buffering from daily supply, and test when the available cushion runs out.

• GPU inference: test throughput inside a latency budget

  Compare GPU inference runs using request latency, workload shape and successful output, then separate measured capacity from assumed replica scaling.

• Gold AISC: test grade, recovery and sustaining spend

  Connect gold AISC with ore tonnes, grade, recovery, ounces sold and sustaining expenditure to explain cost changes without assuming better mine quality.

• Homebuilder backlog: reconcile cancellations and closings

  Reconcile homebuilder orders, cancellations, backlog and closings in units and value, checking cancellation denominators and mortgage incentives.

• Hog supply: connect farrowing cohorts and market inventory

  Trace a fictional producer cohort from measured weaning counts through later survival, keeping NASS pigs-saved definitions and inventory snapshots separate.

• Hospital volumes: separate patient acuity and payer mix

  Separate hospital volume, patient acuity and payer mix, then test reimbursement, staffing costs and collection limits with a reproducible example.

• Hotel RevPAR: separate room rate, occupancy and ownership

  Rebuild hotel RevPAR from room nights, occupancy and ADR, then distinguish property room revenue from management fee economics.

• Insurance combined ratio: isolate reserve development

  Separate calendar-year insurance combined ratios from accident-year losses, catastrophe costs and prior-year reserve development using a reconciliation table.

• Build a catalyst calendar with evidence checkpoints

  Connect certification, customer qualification, repeat orders and collection in a catalyst calendar that preserves scope, date status and delayed outcomes.

• Test a competitive advantage claim with operating evidence

  Test a route-density advantage through costs, delivered prices and retention, while checking shared expenses and the limits of expansion into new areas.

• Use base rates before writing a company growth thesis

  Choose a defensible growth reference class, retain missing and acquired companies, and test how selection changes the apparent success rate.

• Build a causal map for an investment thesis

  Trace a new production line from certification to sales and cash, identify the weakest necessary link, and document alternative causal paths.

• Update thesis confidence without false precision

  Update thesis confidence from the relevance and independence of renewal evidence, avoiding repeated-source counting and unsupported probability precision.

• Write the strongest counterargument to your thesis

  Compare product loyalty with switching-cost lock-in, identify observations that distinguish them, and apply the same evidence standard to each explanation.

• Investment decision journal: record what was knowable

  Record a research decision using only information available at the time, then review later retailer margins and returns without rewriting the original note.

• Search for disconfirming evidence systematically

  Search the failure paths of a premium-product thesis through pricing, warranties, repeat orders and support costs, with explicit disclosure coverage limits.

• Investment evidence matrix: connect each claim to a source

  Map each investment claim to its original evidence, distinguish source repetition from new observations, and expose unresolved customer-data gaps.

• Facts, management claims and inferences in research notes

  Label reported facts, management explanations, researcher inferences and unknowns without turning an automation claim into a verified cause.

• How to write falsifiable investment thesis conditions

  Define thesis failure before results arrive: separate missing data, early warnings and invalidation using a comparable branch-retention test.

• Choose leading indicators that test a business thesis

  Evaluate a leading indicator through equal-age trial cohorts, conversion timing and refund terms instead of assuming signup growth predicts revenue.

• Set an observation window for an investment thesis

  Set separate operating, reporting and publication dates for a renewal thesis, then define what a deadline or delayed disclosure actually resolves.

• Review a failed thesis without judging only the outcome

  Review a failed regional-expansion thesis by separating process defects, mechanism behavior, later events and outcomes, then specify a testable improvement.

• Detect stale evidence before reusing a research thesis

  Refresh evidence after acquisitions, contract changes or product redesigns, using validity conditions instead of a blanket expiry date for every source.

• When to stop researching an investment question

  Stop a warehouse-demand investigation when available evidence cannot resolve the key gap, while documenting completed checks and precise reopening triggers.

• Version an investment thesis without rewriting history

  Preserve thesis versions when figures, reporting scope or causal claims change, and distinguish historical decision evidence from the latest comparable series.

• Find the assumption that matters with sensitivity analysis

  Test price, volume and cost assumptions in a contract-service model, calculate interactions and break-even volume, and prioritize the next evidence check.

• Landfill life: distinguish permitted and usable airspace

  Estimate landfill life using usable permitted airspace, achieved density and intake, then test expansion readiness and the cost of consuming scarce capacity.

• Bull, base and bear scenarios without price targets

  Create coherent operating scenarios for a repair business, check staffing constraints, and distinguish mixed outcomes from a fixed bull-base-bear label.

• Investment thesis template: claims, evidence and review triggers

  Build a one-page thesis card linking a business mechanism to evidence, competing explanations, invalidation conditions and a review date.

• LNG cargoes: reconcile heel, boil-off and transferred energy

  Reconcile LNG tank volumes, retained heel and energy at the transfer boundary, separating voyage changes, gas adjustments and the contract allocation of costs.

• Manufacturing orders: test backlog aging and conversion

  Use a stock-flow backlog identity and aging buckets to distinguish healthy manufacturing orders from delayed deliveries, cancellations and scope changes.

• Marketplace GMV: reconcile returns and revenue capture

  Reconcile marketplace GMV with refunds, taxes and monetization streams, then build revenue-capture ratios whose numerator and denominator actually match.

• Midstream contracts: test minimum volume deficiency credits

  Track midstream minimum-volume deficiencies through cash, future makeup credits and capacity rights, using a two-period service ledger rather than a revenue headline.

• Nuclear outages: rebuild lost energy from reactor status

  Translate daily reactor status into a clearly labeled capacity-based energy estimate, then test outage timing, derating and the gap to reported generation.

• Oil reserves: separate discoveries, purchases and revisions

  Build a proved-reserve movement bridge separating organic additions, purchases, sales, production and revisions before interpreting reserve replacement.

• Parcel delivery: separate packages, stops and route miles

  Rebuild parcel route hours from packages per stop, stops per mile and service time to test density claims, customer exits and final-mile changes.

• Drug exclusivity: map approval evidence to revenue exposure

  Map drug revenue to the exact application, dosage form and jurisdiction before using patent, exclusivity or generic-approval dates as an operating checkpoint.

• Payments metrics: align volume, transactions and revenue

  Align payment volume, cash transactions, processed counts, cross-border definitions and recognition lags before linking network activity with reported revenue.

• Pulp capacity: separate captive use and market tonnes

  Separate pulp nameplate capacity, maintenance, captive use, purchases and inventory to estimate merchant deliveries and test restart milestones.

• Rail operating ratio: separate fuel, freight and service

  Reconcile railroad operating ratios with fuel surcharges, freight mix, carloads and service evidence so a lower expense ratio does not hide weaker operations.

• Refinery spreads: test actual yields behind a crack proxy

  Test refinery crack-spread proxies against actual product yields, crude quality, conversion costs and inventory timing with a worked operator example.

• REIT FFO: test recurring capital and leasing costs

  Trace REIT FFO through cash rent, recurring building work and leasing costs, keeping issuer-specific AFFO adjustments distinct from operating cash flow.

• Renewable output: bridge curtailment and captured prices

  Bridge renewable resource potential, curtailment and delivered output into captured electricity prices and contract settlements with a worked example.

• Hydropower output: separate turbine flow and hydraulic head

  Reconcile reservoir water, turbine passage and hydraulic head to rebuild illustrative hydro energy, separating spill, changing head, efficiency and net electricity boundaries.

• Franchise sales: reconcile system sales and royalties

  Reconcile franchise system sales with corporate revenue using ownership mix, royalties, rent and restaurant conversions instead of treating all customer sales as issuer sales.

• Retail comparable sales: rebuild the store cohort

  Rebuild comparable retail sales using stable store cohorts, retail calendars, e-commerce attribution and transaction-ticket decomposition.

• SaaS retention: rebuild the original customer cohort

  Rebuild net revenue retention for the original SaaS customer cohort, including lost accounts, to distinguish expansion, contraction and customer exits.

• SaaS RPO: test the revenue recognition window

  Test SaaS remaining performance obligations by separating current and long-term contracts, renewal timing and contract duration in a recognition worksheet.

• Satellite fleets: map in-orbit life and backup coverage

  Map satellite life, orbital testing and compatible backup capacity by service area, keeping physical constraints separate from aggregate bandwidth and depreciation.

• Semiconductor backlog: test shipment and acceptance timing

  Build a semiconductor equipment backlog bridge that separates bookings, shipments, customer acceptance and cancellations before judging revenue visibility.

• Shipping capacity: connect fleet size with voyage time

  Test effective shipping capacity using fleet slots, voyage duration, idle vessels and charter commitments rather than equating a larger fleet with more service.

• Ski resorts: test snowmaking windows before opening dates

  Test snowmaking capacity against usable weather hours, delivered snow volume and loss assumptions, while keeping water, snow and slope coverage units separate.

• Staffing margins: separate bill rates and employer burden

  Rebuild staffing contribution from bill rates, wages, employer burden and paid hours, distinguishing assignment mix from improved retained economics.

• Steel inputs: compare metallic yield across furnace routes

  Build route-specific steel material balances, showing how metallic yield, energy, grade requirements and rolling losses change cost per saleable tonne.

• Telecom churn: reconcile additions and subscriber groups

  Reconcile telecom gross additions, disconnects, subscriber balances and churn using the same phone or connection population and monthly denominator.

• Timber harvests: reconcile biological growth and removals

  Reconcile standing timber growth, mortality, harvests and land changes, then test mature-stock composition and access before assessing harvest capacity.

• Tire retreading: model casing acceptance and repeat lives

  Follow tire casings through collection, inspection and later retread lives, then calculate a clearly bounded expected cost per thousand tire-kilometres.

• Uranium procurement: reconcile feed, SWU and fuel deliveries

  Reconcile uranium material, enrichment-service purchases and fuel deliveries using separate contract units and dates without assuming a technical conversion.

• Utility rate base: trace allowed returns into recovery

  Trace utility capital spending through in-service status, approved rate base, capital structure and recovery timing to test whether allowed returns become cash.

• Water utilities: separate leakage and unbilled consumption

  Rebuild a utility water balance, distinguish physical leakage from apparent losses, and value leak repairs and meter corrections on separate commercial bases.