Dr. Wallace's Favorite Mental Models

Stocks and Flows

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A stock is anything that accumulates. A flow is what changes it. Water in a bathtub, money in a bank account, trust between two people, CO2 in the atmosphere — all stocks. The faucet and the drain, deposits and withdrawals, kept promises and broken ones, emissions and absorption — all flows. Mixing the two up is one of the most common reasoning errors in business, health, finance and policy.

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The Dr. Wallace's Favorite Mental Models is designed to turn useful ways of thinking into reusable tools. Each model gives you a fast visual overview, deeper interactive learning, practical application exercises and an AI-ready Markdown skill you can save for future use.

Instead of merely reading about mental models, you can gradually build your own AI skills library: a collection of portable reasoning skills that can help ChatGPT, Claude, Grok and other AI assistants apply the mental models you value.

30-Second Understanding
You can't push on a stock directly.

A stock is a quantity you could measure right now with a single snapshot: water level, bank balance, headcount, inventory, trust. A flow is a rate — something per unit of time — that adds to or drains a stock. You never change a stock directly; you only ever change it by changing one of its flows.

Core question: What is accumulating here, and what two flows are adding to it or draining it?

The bathtub, in two bars

Flow
Stock

Important: the stock changes only gradually even when a flow shifts sharply — that lag is why systems feel sluggish to manage.

Mental Model Compass

Use it when something keeps building up or draining away.

The model is most useful whenever a quantity accumulates or depletes over time: money, people, trust, carbon, skill, inventory.

DiagnosePrimary use case
BeginnerDifficulty
4 minUnderstand
15–35 minApply with data
Systems thinkingPersonal financeCareer growthBusiness operationsHealth & habitsClimate & environment
Progressive Interactive Learning

From vocabulary, to the bathtub, to the trap almost everyone falls into.

Work through three steps in order: the basic distinction, the model made interactive, and the most common misreading of it.

Step 1 · Stock vs Flow

Before anything else, learn to sort what you're looking at into one of two buckets.

Stock

Anything that accumulates and can be measured at a single point in time. It is the system's memory — what it has built up from everything that happened before right now.

Examples: water in a bathtub, money in a bank account, inventory in a warehouse, people in a population, trust in a relationship, CO2 in the atmosphere, skill built up through practice.

Flow

The rate of change of a stock, measured per unit of time. An inflow adds to the stock; an outflow drains it.

Examples: the faucet filling the tub vs. the drain emptying it, deposits vs. withdrawals, hiring vs. attrition, births vs. deaths, emissions vs. absorption.

Shorthand: a stock is a noun — a quantity sitting still long enough to count. A flow is a verb happening to that noun right now.
Diverse Worked Examples

The same two pipes, six different rooms.

Open an example to see how the stock and its flows show up in different parts of life.

Personal finance
A savings account that never seems to grow

Stock: the account balance. Inflows: deposits and interest earned. Outflows: withdrawals and fees. A balance that looks "stuck" usually means the two flows have quietly converged — find out whether fees and small withdrawals have crept up to match the deposits.

Career & skill-building
Expertise that erodes when you stop practicing

Stock: skill or expertise built up through practice. Inflow: deliberate practice and real-world use. Outflow: decay from disuse. A skill you haven't used in years is a stock that has been draining with no offsetting inflow, even though nothing dramatic happened to "cause" the loss.

Business
A warehouse that's always either full or empty

Stock: units sitting in inventory. Inflow: production or receiving from suppliers. Outflow: units sold or shipped. Chronic stockouts or overstock are rarely solved by changing the stock itself — they're solved by resynchronizing the receiving rate with the shipping rate.

Health
Weight that keeps rising despite "cutting back"

Stock: body weight (a rough proxy for stored energy). Inflow: calories consumed. Outflow: calories burned through activity and metabolism. Eating "a little less" than before is still a net inflow if it remains above the outflow — the stock keeps climbing until inflow actually drops below outflow.

Climate & environment
CO2 concentration that rises even as emissions growth slows

Stock: CO2 concentration in the atmosphere. Inflow: emissions from burning fuel and other sources. Outflow: natural absorption by oceans and forests. Concentration keeps climbing every year that emissions exceed absorption, even in years when the emissions growth rate itself is falling.

Relationships
Trust that drains faster than it was built

Stock: trust between two people. Inflow: kept promises, honesty, consistent follow-through. Outflow: broken promises, neglect, small deceptions. Trust built slowly over years can be drained by a sustained outflow much faster than it accumulated — the two rates are rarely symmetric.

Fully Worked Example

A team that keeps shrinking even though hiring never stopped.

This is an illustrative walkthrough designed to teach the method.

Q1: 120
Q2: 124
Q3: 118
Q4: 108
SITUATIONA 120-person company's headcount has drifted down for two straight quarters
STOCKHeadcount, measured today at the start of each quarter
FLOWS MEASUREDHiring held at 12/quarter; attrition rose from 10 to 14 to 18/quarter
WHAT CHANGEDNet flow went from +2/quarter to roughly -6/quarter
DIAGNOSISThe stock flipped from accumulating to draining because the outflow grew, not because the inflow shrank
NEXTInvestigate why attrition is rising before touching the hiring flow again
Do not conclude: "we need to hire faster." Hiring was never the problem here — the outflow is what flipped the net flow negative. Pouring more people into the inflow without addressing the leak mostly means replacing people faster, not keeping headcount stable.
History & Accuracy

A bathtub with two authors and a long gap to print.

Expand for where the stock-and-flow language came from and how it reached its most popular treatment.

Where does the "stock and flow" language come from?

It is foundational language from the field of system dynamics, originated by Jay Forrester at MIT in the 1950s and 1960s. His 1961 book, "Industrial Dynamics," is considered the field's founding text, and it introduced stocks and flows as the basic building blocks for modeling how complex systems change over time.

What did Donella Meadows add to it?

Donella Meadows (1941–2001) was a scientist and lead author of the 1972 report "The Limits to Growth," which used Forrester's World3 model and brought stock-and-flow thinking to a much wider audience. Her most widely read popular treatment of the concept is the book "Thinking in Systems: A Primer." Credit for the idea belongs to both: Forrester for originating the formal system-dynamics language, and Meadows for its most influential popularization.

When was "Thinking in Systems: A Primer" actually published?

In 2008 — seven years after Meadows' death in 2001. It was compiled and edited by her colleague Diana Wright at the Sustainability Institute from a manuscript Meadows had circulated in draft form since the 1990s.

Is the bathtub a precise model or a teaching device?

A teaching device. Real systems usually involve many interacting stocks and flows, delays and feedback loops at once. The single-tub, two-pipe picture is the simplest possible case, used to build the vocabulary before layering on that complexity.

Common Mistakes

Two pipes and a tub, more ways to misread than you'd expect.

Confusing a flow's direction with the stock's

A shrinking inflow is not a shrinking stock. The stock keeps growing as long as inflow exceeds outflow, whatever direction the inflow itself is trending.

Trying to change a stock directly

No one can "just raise" a bank balance or "just add" headcount. You only ever move a stock by changing one of its flows.

Ignoring the delay

Stocks respond gradually. Expecting a flow change to show up in the stock immediately, then panicking when it doesn't, misreads normal lag as failure.

Treating a slower rate of increase as "fixed"

A slowing inflow still adds to the stock. Declaring victory when the rate merely slows, rather than reverses below the outflow, is the single most common error.

Measuring only one flow

Watching the inflow alone, or the outflow alone, without the other leaves you guessing at the net direction. A complete diagnosis needs both rates.

Assuming a small flow change shows up fast

A large stock can absorb a small change in a flow for a long time before the effect becomes visible — the buffering effect that makes systems feel sluggish.

When Not to Use It

Some decisions genuinely aren't about accumulation.

Use a simple comparison when...

the decision is a one-time, static choice with no accumulation dynamics at all — such as picking between two flat-fee vendor quotes.

Use event-based thinking when...

you're analyzing a single discrete event rather than something that builds up or depletes over time.

Add Feedback Loops when...

the flows themselves depend on the stock's own level — Stocks and Flows gives you the vocabulary; Feedback Loops explains the reinforcing or self-correcting behavior layered on top.

Counterpoint: almost everything accumulates somehow. The real risk is reaching for this lens so often that every decision starts to look like a stock, including the genuinely one-off ones.
Combine It With

One model rarely does the whole job.

Try It Yourself

Build a stock-and-flow diagnosis prompt.

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Save as Skill

Turn this mental model into a reusable AI skill.

Save as Skill converts the model into portable Markdown instructions that teach an AI when and how to apply Stocks and Flows, what questions to ask, what evidence to seek, what mistakes to avoid and how to structure its analysis.

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Save the skills you find useful and organize them into your own reusable library. The Markdown is intentionally model-neutral, so it can be used wherever an AI system accepts uploaded files, project knowledge, custom instructions or reusable text context. Platform capabilities differ, so this is a portable skill file rather than a claim of one-click installation.

Go Deeper

For readers who want the nuance.

Is a "flow" always literally measured per second or per day?

The unit just has to match the stock and the decision at hand — per quarter, per year, per practice session. What matters is that a flow is always a rate (an amount per some unit of time), while a stock is always an amount at an instant, with no time unit attached.

Can the same thing be a stock in one analysis and a flow in another?

Yes. Monthly revenue is a flow into a company's cash stock, but if you're analyzing a single customer's lifetime spending, that same revenue stream can be treated as accumulating into a stock of its own. The labels depend on which boundary and time frame you've drawn around the system.

Does every stock have exactly one inflow and one outflow?

No. The bathtub is the simplified teaching case. A real stock, like a company's cash balance or a population, often has several inflows (revenue, immigration, births) and several outflows (expenses, emigration, deaths) all acting on it at once.

How is this different from just "cause and effect"?

Ordinary cause and effect usually describes a single push and a single result. Stocks and flows is specifically about accumulation over time: the same flow, held constant, produces a steadily growing or shrinking stock rather than a one-time effect, which is what creates the delays and buffering this model is built to explain.