Markets and Investing
Finance and infrastructure-investing research with visible assumptions, source tables, valuation frames, risks, and recommendation boundaries.
This is the finance-only filter within the broader Research hub. It covers ownership, cash-flow rights, valuation frames, assumptions, downside cases, and explicit recommendation boundaries.
Current Investment Research
Who Owns Austin’s Home-Service Companies?
A verified map of the parent companies, private-equity sponsors, public corporations, franchises, and local operators behind 67 home-service brands advertising across Austin.
What Happens When an Index Decides a Company Matters?
How private index rules become public market orders—and why inclusion can move ownership, liquidity, and price without guaranteeing permanent value.
What Happened to the Software Buyout Boom?
A control-based audit of 25 large sponsor-led software take-private transactions that keeps liquidity, current control, and investment returns separate.
How Airlines Borrow Against Loyalty Programs
How airline loyalty program financing turns bank payments, co-brand contracts, controlled accounts, and loyalty IP into collateral—without treating points as deposits.
Where Do Online Returns Go? Inside Reverse Logistics
What happens to online returns after a refund: a product-level model of restocking, open-box resale, refurbishment, liquidation, recycling, destruction, and returnless refunds.
Hardware Startup Financing: Five Capital Stacks
How hardware startup financing combines venture equity, equipment finance, asset-backed debt, leases, customer capital, public support, and project finance across five companies.
Who Owns West Campus Student Housing?
The captive economics of student housing around the University of Texas at Austin, traced from one student installment through property operations, capital structure, and first loss.
Who Funds Waymo’s Hardware?
A Waymo case study of who finances the vehicles and infrastructure, who owns the risk, and who absorbs the loss when utilization or technology fails.
Who Owns the Toll Roads in Texas? Ownership, Operators, and Economics
The state usually owns the pavement. Contracts decide who controls toll revenue, who gets paid first, and who absorbs the loss.
Supporting Model With Visible Assumptions
The Appian materials are educational research samples. Educational research sample, not an investment recommendation. Not a recommendation or price target.
- Read the markets research memo with assumptions - Educational Appian research memo PDF.
- Download the Appian assumptions table - CSV source table for the research assumptions.
| Category | Variable | Base case | Downside case | Boundary |
|---|---|---|---|---|
| Thesis | Core question | Recurring workflow deployments may be more durable than the multiple implies | Revenue behaves more like short-cycle software demand | Educational research sample only; no price target or recommendation. |
| Market structure | Buyer type | Enterprise workflow and process automation buyers reduce churn risk | Budget scrutiny delays expansion and renewals | Validate against filings, customer concentration, and revenue commentary. |
| Margins | Gross margin direction | Software mix supports durable gross margin | Services or implementation costs pressure margin | Source-table rows are assumptions, not live market data. |
| Disclaimer | Investment use | Educational research sample only | Not a recommendation or price target | Verify assumptions and sources before relying on any thesis. |