Research readers who feel stuck after introductory material by asking them to demonstrate a task and describe the obstacle they encounter next. Separate missing prerequisites, difficulty transferring knowledge, and a need for more demanding practice. Use those findings to define the book's starting point instead of relying on an undefined intermediate label.
Ask what readers have actually completed
Invite readers to describe the lessons, projects, or experiences they have already used. Distinguish finishing a book from being able to perform the tasks it teaches. Someone may recognize terminology while still needing help applying it independently.
Keep the evidence specific. A reader saying they know the basics does not identify which basics they mean. Ask for a recent example and the steps they completed without assistance. This provides a more useful starting point than classifying people solely by how long they have been interested in the subject.
Locate the point where progress stops
Ask readers to walk through an attempted next task and identify where they became uncertain. They may struggle to choose a method, adapt an example, interpret a result, or recover from an error. Those obstacles call for different explanations and practice.
For example, someone who can follow a drawing exercise may struggle to choose a subject and plan an original composition. Another reader may plan confidently but struggle with a particular technique. A single book promise about moving beyond beginner level can hide these different needs unless the research separates them.

Distinguish missing knowledge from transfer difficulty
Check whether the reader lacks an explanation or has difficulty using an explanation outside its original example. Repeating the beginner lesson may help the first problem but leave the second unresolved. The manuscript's proposed progression should respond to the actual obstacle.
Use a small task variation to investigate, where appropriate to the subject. Ask what the reader would change when one condition differs, and observe their reasoning without supplying the answer immediately. Keep the observation bounded rather than turning one response into a universal claim about a skill level.
Compare desired challenge with required preparation
Ask what readers hope to attempt next and what they expect a book to provide. Some may want guided projects, while others need a framework for making independent decisions. A more advanced-looking topic is not necessarily the right next step if it depends on preparation the audience does not have.
Record the prerequisites that the proposed book will assume and those it will teach. This lets the author define a useful boundary without trying to include every introductory explanation again. Readers should be able to judge whether they are ready for the book from concrete information, not from a vague promise of advancement.

Test a representative progression
Draft a sample that moves from a familiar task to the new demand the research identified. Observe where readers need support and whether they can explain the change in approach. The sample should test the intended transition rather than merely present more difficult material.
Keep feedback connected to the passage or activity used. A reader's enthusiasm about the subject does not establish that the progression works. Likewise, difficulty with one task does not prove that the whole concept is unsuitable. Use the findings to revise the specific bridge between current capability and the proposed next step.
Describe the book through supported tasks
Build metadata around the actual preparation and activities the manuscript supports. If using a level label, explain it through concrete expectations in the appropriate description. KDP metadata should accurately represent the book rather than capture a broad learning phrase whose meaning the author has never defined.
Save the research and sample findings with the editorial brief. Revisit them if the book adds demanding chapters or removes supporting explanation. The finished offer should help readers recognize the next task they want to undertake and understand the preparation required, without promising that every person leaving beginner material needs the same book.
Frequently asked questions
Clear answers for this publishing decision.
Does intermediate mean the same thing to every reader?
No. Define the assumed capabilities and intended tasks explicitly. A label alone can conceal important differences in experience and preparation.
Should I repeat all beginner material to be safe?
Not automatically. Identify the prerequisites the audience actually needs and decide which the book will teach or assume. Excess repetition can obscure the progression readers came for.
What makes a useful research task?
Use a representative activity that reveals where readers lose confidence or cannot adapt prior knowledge. Observe their reasoning and preserve the task context.
How should the findings affect the description?
Explain the starting preparation, the next tasks, and the kind of support provided. Keep claims tied to the manuscript rather than to an undefined level or guaranteed learning outcome.
What should the title, subtitle, description, and keywords look like before I upload?
Check the mechanical limits first, then make sure title, subtitle, categories, and description describe the same book for the same reader; a keyword is useful when it matches how that reader searches, not because it is popular.
Draft the listing fields in a book project