Spreadsheet Modeling and Scenario Analysis
Spreadsheet modeling and scenario analysis means building a workbook where assumptions drive calculated outcomes, then testing alternate cases with tools such as scenarios, data tables, Goal Seek, and Solver. You use it to ask what happens if inputs change, without rewriting the model each time.
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Don't Panic
Don't Panic — Spreadsheet Modeling and Scenario Analysis
A spreadsheet model is not a prettier table. It is a machine with three moving parts: assumptions you type, formulas that encode relationships, and outputs people argue about. Scenario analysis is what happens when you refuse to rebuild that machine every time someone asks "what if revenue is worse?"
Before interactive spreadsheets, changing an assumption meant erasing and rewriting dependent totals by hand. VisiCalc and its descendants made the grid recalculate for you. The habit stuck: keep drivers in cells, keep logic in formulas, then ask the grid to show alternate futures.
Everything else hangs off three tools and one boundary. Scenario Manager saves named sets of inputs (Worst, Base, Best) and flips them into the sheet — up to thirty-two changing values per case. Data Tables paint a sensitivity grid for one or two drivers across as many values as you list. Goal Seek works backward: you name the result you want and Excel hunts for the single input that gets there. Solver is the boundary. When several inputs must move under constraints, you have left everyday what-if and entered optimization.
The surprise is how often models look flexible and are not. A growth rate typed inside a formula is invisible to Scenario Manager. A data table pointed at the wrong input cell fills with identical numbers and looks authoritative anyway. A scenario summary is a snapshot; edit the cases and the old report will lie with perfect formatting. Payment formulas often return negative cash outflows, so a Goal Seek target with the wrong sign fails for a boring reason that still ruins an afternoon.
Google Sheets keeps the same modeling shape in a shared browser grid, but Goal Seek shows up as an Extensions add-on rather than Excel's built-in Data Tables suite. The questions transfer. The menus do not always.
Read the Intro when you need the architecture. Use the Cheatsheet when you are choosing among Scenarios, Data Tables, Goal Seek, and Solver. The Practice Reference and Exercise are where a loan model stops being abstract. Field Notes are where the operational bruises live: buried constants, stale summaries, and why inspection still beats confidence after the scenarios look polished.
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Sources
- https://support.microsoft.com/en-us/excel/introduction-to-what-if-analysis
Supports
- Definition of what-if analysis
- Three tools: Scenarios, Goal Seek, Data Tables
- Scenario limit of 32 values vs data table one-or-two variable tradeoff
- Solver as multi-variable add-in beyond Goal Seek
- Quiz answers on tool purpose and scenario limits
- https://support.microsoft.com/en-us/excel/switch-between-various-sets-of-values-by-using-scenarios
Supports
- Scenario Manager workflow, merge, protection, summary reports
- Summary reports do not recalculate automatically
- Up to 32 changing cells per scenario
- Field note on stale summaries
- https://support.microsoft.com/en-us/office/calculate-multiple-results-by-using-a-data-table-e95e2487-6ca6-4413-ad12-77542a5ea50b
Supports
- One- and two-variable data table construction
- PMT-based sensitivity examples
- Calculation options that skip automatic data-table recalc
- Quiz answer on two-variable payment grids
- https://support.microsoft.com/en-us/excel/use-goal-seek-to-find-the-result-you-want-by-adjusting-an-input-value
Supports
- Goal Seek set cell, to value, by changing cell
- Single-variable limit and Solver pointer
- Loan payment example with PMT and payment sign notes
- https://support.microsoft.com/en-us/excel/define-and-solve-a-problem-by-using-solver
Supports
- Objective cell, variable cells, constraints
- Up to 200 variable cells
- Solving methods and saving a solution as a scenario
- https://support.google.com/docs/answer/9506732
Supports
- Goal Seek available in Sheets via Extensions add-on
- Break-even style reverse-solving workflow
- Quiz answer contrasting Sheets with Excel native what-if menus
- https://support.microsoft.com/en-us/office/pmt-function-0214da64-9a63-4996-bc20-214433fa6441
Supports
- PMT argument order and cash-flow sign behavior used in examples
- https://www.computinghistory.org.uk/det/6990/Personal%20Software%20releases%20VisiCalc%2C%20the%20first%20spreadsheet
Supports
- VisiCalc 1979 as early interactive spreadsheet milestone
- https://en.wikipedia.org/wiki/VisiCalc
Supports
- VisiCalc inventors and Apple II context for timeline
- https://computerhistory.org/blog/personal-computing-1983-innovation-bursting-in-every-direction/
Supports
- Lotus 1-2-3 1983 IBM PC milestone
- https://en.wikipedia.org/wiki/Microsoft_Excel
Supports
- Excel 1985 Macintosh launch and later Windows lineage anchors
- https://learn.microsoft.com/en-us/shows/history/history-of-microsoft-1987
Supports
- Excel for Windows 1987 shipment/announcement context
- https://en.wikipedia.org/wiki/Visual_Basic_for_Applications
Supports
- VBA association with Excel 5-era programmable models (c. 1993)
- https://googlepress.blogspot.com/2006/06/google-announces-limited-test-on-google_06.html
Supports
- June 2006 Google Spreadsheets limited test announcement
- https://support.microsoft.com/en-US/Excel/file-formats-that-are-supported-in-excel
Supports
- XLSX as Excel's XML-based workbook format from the Excel 2007 generation
- https://eusprig.org/research-info/research-and-best-practice/
Supports
- Research summary on spreadsheet error prevalence and overconfidence
- Field note on inspection versus confidence
- https://eusprig.org/wp-content/uploads/1602.02601.pdf
Supports
- Cell error rate evidence and workbook-scale material defects
- Timeline 2015 risk-research milestone
- https://ideas.repec.org/p/uma/periwp/wp322.html
Supports
- April 2013 critique identifying Reinhart-Rogoff spreadsheet coding error
- Field note and timeline on omitted-range integrity failures
- https://www.bbc.com/news/magazine-22223190
Supports
- Public reporting of the Herndon replication and Excel omission error
