Introduction
Welcome back. In our previous lesson, we focused on predictive thought experiments, where the goal was to forecast the single most likely outcome of a decision. We used this to analyze a potential rule change in a Vee relationship, asking, "What will happen?" This corresponds to the first "P" in your RCS PPB mnemonic.
Today, we move to the second "P" in your framework: prefactual thought experiments. This is a subtle but powerful shift in perspective. Instead of trying to predict one specific future, we will learn how to mentally simulate various possible futures to prepare for them. The guiding question changes from "What will happen?" to "What could happen, and how can I prepare for it?"
Your learning outcome for this lesson is to utilise a prefactual thought experiment to mentally simulate and prepare for various future scenarios.
Prefactual thinking has a strong preparative function. As a statistician, you can think of it as moving from point estimation (predicting a single value) to creating confidence intervals and running scenario analyses (exploring a range of plausible outcomes to understand risk and opportunity).
1. Defining Prefactual Thinking: From Past to Future Preparation
While counterfactuals look backward ("what might have been"), prefactuals look forward ("what might be if..."). They are a structured way to imagine future possibilities to build a better plan of action.
A key academic paper on this topic provides a concise definition. I'd like you to read a short section from it to ground your understanding.
Improving Physical Task Performance with Counterfactual and ...
This paper, 'Improving Physical Task Performance with Counterfactual and...', explores how different types of 'what if' thinking affect performance. Please read the introduction to understand the formal definition of prefactual thinking and how it differs from other thought processes.
Please read the 'Introduction' section. Focus on how the authors define prefactual thinking as a future-oriented 'if-then' proposition and how they distinguish it from counterfactuals. Pay close attention to the finding that prefactuals tend to focus on 'controllable elements.'
As you read, note the two crucial characteristics of prefactuals:
- "If-Then" Structure: They connect a future action to a future outcome (e.g., "If I use this new polymer, then the bra will offer better support").
- Focus on Controllability: People naturally focus on elements they can actually change when thinking prefactually. This is what makes it a powerful tool for planning, as it directs your attention toward actionable strategies rather than uncontrollable circumstances.
2. The Premortem: A Powerful Prefactual Technique
One of the most effective and widely used prefactual techniques is the premortem, developed by psychologist Gary Klein. A premortem is a thought experiment where you imagine that a project or decision has already failed catastrophically. Your task is then to write the "history" of that failure.
This might seem pessimistic, but it's a brilliant cognitive tool. Let's watch a short video where Nobel laureate Daniel Kahneman, an expert in decision-making, explains why he considers it so valuable.
Nobel laureate Daniel Kahneman - Premortem to eliminate thinking biases.
In this clip, Daniel Kahneman introduces the premortem and explains its core process and psychological benefits.
Watch from the beginning to 03:19. Pay attention to the simple setup of the premortem and Kahneman's explanation for why it works: it 'legitimizes dissent' and counters the dangerous 'optimism bias' that often pervades organizations and individual plans.
By assuming failure from the outset, the premortem liberates you from the pressure to be optimistic and supportive of the initial plan. It reframes the goal from "How do we make this work?" to "What could make this fail?". This shift allows you to uncover risks and weaknesses you might otherwise have overlooked.
Now that you understand the "why," let's look at the "how." The next video provides a clear, step-by-step guide to running a premortem.
What is a Pre-mortem? ...and how do you run one?
This video from Online PM Courses breaks down the premortem into a practical, actionable process.
Watch from 01:22 to 05:27. This section details the value of the premortem in overcoming tunnel vision and then walks through a six-step process for conducting one. Focus on these concrete steps, as you will use them in our exercise.
Here is a visual summary of the steps involved in a premortem, which synthesizes the process described in the video.

3. Beyond Failure: Simulating Process and Outcome
The premortem is excellent for identifying risks by simulating a negative outcome. However, prefactual thinking can be even more nuanced. Research on mental simulation shows that we can independently simulate two different things:
- Outcome Simulation: Imagining the final result (e.g., the project failed, the project succeeded).
- Process Simulation: Imagining the steps and journey to get to that result (e.g., the process was smooth, the process was full of challenges).
A study on exercise motivation found that the most effective mental simulations weren't just purely positive or purely negative. Let's look at the key findings.
Mental Simulation to Promote Exercise Intentions and Behaviors
This paper, 'Mental Simulation to Promote Exercise Intentions and Behaviors', reveals fascinating insights about combining process and outcome simulation. It provides a more advanced framework for prefactual thinking.
First, read the section 'Mental Simulation: Process- and Outcome-Based Simulation' to understand these two key concepts. Then, read the 'Results' and 'Conclusion' sections. The crucial finding is that the most effective simulations were either a challenging process leading to a positive outcome, or a smooth process leading to a negative outcome. This gives us two powerful templates for our thought experiments.
This gives us two powerful prefactual scenarios to explore:
- Challenging Process + Positive Outcome: "The project succeeded, but it was a real struggle. How did we overcome the obstacles?" This builds a realistic plan for achieving success by anticipating difficulties. It's like a "pre-parade" where you celebrate a hard-won victory.
- Smooth Process + Negative Outcome: "Everything seemed to be going perfectly, yet we still failed. Why?" This helps uncover subtle, non-obvious risks that aren't about execution errors but might stem from a flawed core assumption (e.g., we built a perfect product that nobody actually wanted).
4. Your Turn: A Prefactual Analysis of a Bra Launch
Let's apply this to your lingerie design work. The previous exercises have focused on relationships, so we'll pivot to your professional domain.
Scenario:
You are preparing to launch an innovative, high-end, cleavage-enhancing bra. Instead of a traditional underwire, it uses a novel, semi-rigid polymer structure that you've prototyped. It’s a high-risk, high-reward design that could redefine your brand if successful, but could be a costly failure if it doesn't work.
Your Task (20 minutes):
Use the prefactual frameworks we've discussed to mentally simulate and prepare for the launch. Write out your thoughts for each of the following two thought experiments.
1. The Premortem (A Negative Outcome Simulation)
- The Setup: Imagine it is six months after the launch. The new bra has been a complete commercial disaster. Sales are abysmal, reviews are poor, and you are considering discontinuing the line.
- Your Task: Write a brief "history" of this disaster. Following the premortem process, brainstorm all the plausible reasons for this failure. Focus on controllable factors. Consider the entire lifecycle:
- Design & Sourcing: Was the polymer uncomfortable? Did it break? Was it difficult to source reliably?
- Manufacturing: Were there quality control issues? Was it too expensive to produce at scale?
- Marketing: Did the messaging fail to explain the benefit? Was the price point wrong?
- Customer Experience: Did it not fit a wide range of body types? Was it difficult to care for?
2. The "Pre-Parade" (Challenging Process + Positive Outcome)
- The Setup: Now, imagine it's six months after launch. The bra is a runaway success. It's getting rave reviews and you can't keep it in stock. However, the journey was incredibly difficult.
- Your Task: Write a brief history of this hard-won success. What major, plausible obstacles did you have to overcome to get here?
- Example Obstacles: Maybe an initial batch had a defect that you had to recall and fix. Perhaps a key supplier nearly went bankrupt. Maybe a major fashion critic gave it a bad early review that you had to counter with a savvy social media campaign.
- For each obstacle, think about the specific actions you took to overcome it.
This dual approach prepares you not just for what could go wrong, but also for the resilience required to achieve success.
Conclusion
In this lesson, you have added the powerful tool of prefactual thinking to your mental toolkit. By moving beyond simple prediction, you can now systematically explore a range of possible futures to build more robust and resilient plans.
Key Takeaways:
- Prefactual thinking is for preparation: Its primary function is to help you simulate future scenarios to develop plans, mitigate risks, and build contingency strategies.
- The Premortem is a powerful risk-discovery tool: By assuming failure, you legitimize pessimistic thinking and uncover hidden flaws in your plan.
- Simulating both Process and Outcome provides nuance: The most effective simulations often involve a mismatch, such as a challenging journey to success (building resilience) or an easy journey to failure (uncovering flawed assumptions).
- Focus on the Controllable: The real value of prefactual thinking comes from identifying actionable steps you can take now to shape a better future.
In our next lesson, we will cover the final technique in the RCS PPB module: Backcasting. While prefactual thinking explores various possible futures, backcasting starts with a single, highly desirable future and works backward to create a concrete roadmap to achieve it. It's the perfect tool to use once you've used prefactual analysis to de-risk your ambitious goals.