Concepts / Prototyping Against Synthetic Data

Prototyping Against Synthetic Data

The Scoping Phase is the first phase of a project and lasts a few days.

  • Programming

Choosing Before Building

Most projects start with more possible ideas than there is time to pursue. Someone has to decide which of those ideas are worth the effort before anything is built. This article is about the stage where that decision gets made, and about one of the tools used during that stage: prototyping against synthetic data.

What do you think happens?

A team has more ideas than time. What should happen before anything gets built?

  • Build every idea in parallel so nothing is missed

  • Decide which ideas are worth the effort

  • Start with whichever idea was raised loudest in the first meeting

  • Write a complete specification document for every idea

Reveal answer
Answer:

Decide which ideas are worth the effort before building.

The source describes the Scoping Phase as the stage where this decision gets made. Its job is to make sure the team is pointed at something promising rather than at whatever idea was loudest in the first meeting.

Where Scoping Sits in the Engagement

Definition

The Scoping Phase is the first phase of a project. The source labels it Phase 1 and says it lasts a few days.

Because it is labeled Phase 1, it comes first in the sequence of the engagement. It happens before the real build work starts. The source is clear that the stage has a limited duration: scoping is meant to be a focused investigation that ends with a clear view of options. It should not become an open-ended study that delays everything else.

Phase 1: Scopinglasts a few daysReal build workstarts after scopingLater phasesfollow the build workleads intocontinues
What comes before and after the Scoping Phase, and how does it lead into the phases that follow? Scoping is Phase 1, a short stage that ends before the real build work begins.
Key point

Scoping is not trying to finish the solution. It answers two questions: what work is happening today, and which parts of it deserve attention first.

Two Ways to Run the Phase

The FDE runs the Scoping Phase in one of two ways. The choice depends on the engagement. Either the FDE goes on site, or the investigation runs through a series of half-day remote video sessions. The source names both options and treats them as alternatives for the same purpose.

OptionHow the phase runsShared goal
On-site visitThe FDE carries out the investigation in person at the customer's locationSee the real work up close
Remote video sessionsThe investigation runs as a series of half-day remote video sessionsSee the real work up close

The source names two delivery options for the Scoping Phase. The stated goal is the same in each case.

Activities From Observation to Options

The source lists the working activities of the phase in a particular order. Read that order as the sequence the source gives, not as a rule that each step must fully finish before the next begins. In practice these activities overlap and loop back on each other. The diagram below shows the order given in the source.

Observe the workwatch users do their dailyworkMap the processesstructure how work movesIdentify candidatevalue areaswhere change could mattermostWhiteboardingshared sketching and debatePrototype onsynthetic datatry candidate ideasconcretelyShared understandingwhat is worth attemptingnextproduces
In what order do the scoping activities happen, and how do they lead to the final deliverable? The source gives this order, but in practice the activities overlap and loop back on each other.

The first activities are about observation. Sitting with users and watching the work give the FDE direct knowledge of what people do each day, including parts that never appear in a formal description. Mapping the processes turns those observations into a structured picture of how work moves. Identifying candidate value areas is the step where observation becomes judgment: the FDE points to the places where a change could matter most.

The last activities are about exploring options. Whiteboarding gives the team a shared place to sketch and argue about ideas. Prototyping against synthetic data lets the FDE try candidate ideas in concrete form before committing to any of them.

The Deliverable Is Shared Understanding

By the end of the phase, the team holds a prioritized list of things that could be built. The list comes with a view of which item is most likely to produce a measurable outcome. The source is clear that this list, together with the shared understanding behind it, is what the phase produces.

What Synthetic Data Means Here

Definition

Synthetic data is artificially produced data rather than records pulled from the customer's live systems.

The source specifies that the prototypes in this phase are built against synthetic data. Building against it lets the FDE explore how an idea would behave without needing access to real operational data at this early stage. The diagram shows how that data moves into the work.

Synthetic dataartificially producedCandidate prototypetests one candidate ideaTeam judgmentis the area worth pursuingLive operationaldatanot needed at this stagefeedsteaches the team
How does synthetic data flow into the prototype, and how does that differ from waiting on real data? Synthetic data feeds the prototype now, while live operational data is not needed at this stage.

Prototypes as Exploration Tools

The purpose of a prototype in this phase is exploration, not delivery. A prototype helps the team judge whether a candidate area looks worth pursuing. Its value lies in what it teaches the team about the idea. It is not meant to be kept as the finished product.

Worked example

A Hypothetical Scoping Team

A scoping team has four candidate ideas and a few days to decide which are worth pursuing. How does prototyping on synthetic data help them decide?

  1. 1
    Gather the candidates

    Observation and mapping have narrowed the broad picture to four candidate value areas.

  2. 2
    Build a synthetic-data prototype for each

    Each prototype runs on artificially produced data, so the team does not need access to live operational records to see how the idea would behave.

  3. 3
    Observe what each prototype reveals

    Some ideas may hold up under the test, while others may not. The prototype exposes which is which.

  4. 4
    Record the shared understanding

    The team ranks the surviving ideas and notes which one looks most likely to produce a measurable outcome.

Result

The team ends the phase with a prioritized view of what to build next, grounded in tested candidates rather than the loudest first idea.

Mistakes Teams Make in Scoping

  • Common mistake

    Treating scoping as the place to finish the solution

    Why it fails

    The source says the phase is not trying to finish the solution. Its purpose is to answer what work is happening today and which parts deserve attention first.

    Do this instead

    Keep the phase focused on understanding the work and choosing where to look next.

  • Common mistake

    Letting scoping stretch into an open-ended study

    Why it fails

    The source describes the phase as lasting a few days and as a focused investigation, not an open-ended study that delays everything else.

    Do this instead

    Keep the investigation bounded and end it with a clear view of options.

  • Common mistake

    Assuming the prototype should be kept as the product

    Why it fails

    The source states that the purpose is exploration, not delivery, and that the value of a prototype is in what it teaches the team.

    Do this instead

    Use the prototype to judge the idea, then carry the learning forward rather than the artifact itself.

  • Common mistake

    Treating the sequence of activities as strict steps

    Why it fails

    The source gives an order but notes that in practice the activities overlap and loop back on each other.

    Do this instead

    Expect to revisit observation or mapping while exploring options.

  • Common mistake

    Believing the deliverable must be a polished document

Check Your Understanding

MEDIUM

Imagine a scoping team finishes its work with a forty-page document that describes every idea in detail, but it has not ranked the ideas or tested any of them. Does this match what the Scoping Phase is meant to produce? Explain your answer using the source.

Hints
  • Look for what the source says the deliverable is, and what it says is not the goal.
  • Consider whether the team knows which candidate is most likely to produce a measurable outcome.

Key Takeaways

  • The Scoping Phase is the first phase of a project, lasts a few days, and comes before the real build work starts.
  • The FDE runs the phase either on site or through a series of half-day remote video sessions, with the same goal of seeing the real work up close.
  • Activities move from observing and mapping the work to identifying candidate value areas and exploring options, and they overlap and loop rather than running in a strict sequence.
  • Prototyping against synthetic data lets the team test candidate ideas in concrete form without live operational data, and the phase delivers a shared understanding of what is worth attempting next.