Learning Plan Backlog
Introduction
Welcome back to the weekly newsletter.
Most people do not suffer from a lack of things to learn. They suffer from too many.
A new course.
A new book.
A new tool.
A new certification.
A new technical skill.
A new leadership capability.
Everything looks useful. So the list grows. But the amount of actual learning often does not.
This week’s tool is the Learning Plan Backlog: a simple Kanban-style system for deciding what to learn now, what to learn later, and what to ignore. The goal is to create focus.
Weekly highlight: Keep a backlog of skills, but limit how many you actively learn at once.
Learning becomes inefficient when every interesting skill becomes an active priority.
You start a course.
Then another.
You bookmark three articles.
Buy two books.
Save a tutorial.
And suddenly you are managing learning instead of actually doing it.
A Learning Plan Backlog solves that by separating interest from active commitment. You can capture everything. But you only work on a small number of skills at a time.
Build three simple columns
You do not need a complicated learning platform. Use three columns:
- Backlog: Skills you may want to learn later.
- Active: The one or two skills you are currently developing.
- Applied: Skills you have used in real work or life.
That is enough.
The important part is that not everything gets to sit in Active. If you are learning five major skills at once, you are probably learning none of them deeply.
Capture skills without committing to them
Whenever you see something useful, add it to the backlog.
For example:
- financial modelling;
- public speaking;
- advanced Excel;
- AI tools;
- negotiation;
- data visualization;
- coaching;
- strategic thinking;
- another language.
Do not start learning immediately. That is the point. The backlog gives you somewhere to put the idea without letting it hijack your current priorities.
You are saying: This may be useful. But not now.
That distinction protects focus.
Prioritize by usefulness
Once per month or quarter, review the backlog.
Ask: Which skill would create the most value in my current situation?
Not: Which one looks most interesting today?
A useful way to prioritize is to check four things:
- Relevance: Does this skill directly support a current goal?
- Impact: Would becoming better at it materially improve your results?
- Timing: Do you need it now, or could it wait six months?
- Application: Do you have somewhere to use it immediately?
For example, if you are moving into a leadership role, coaching and stakeholder management may be more valuable now than learning a new technical tool.
If you are job searching, interview skills and commercial storytelling may matter more than another certification.
The best skill is not always the most impressive one. It is the one that solves the most relevant problem now.
Limit Active to one or two skills
This is the most important rule. Keep the Active column small. One major skill is ideal. Two can work if they are different in nature or connected.
For example:
- Active 1: Presentation skills
- Active 2: Financial storytelling
These may reinforce each other. But adding six unrelated learning goals creates fragmentation. Each new skill competes for practice time, attention, and repetition. The backlog exists so you do not have to say “no forever.” You only have to say: Not yet.
Define what “learned” means
Do not let skills sit in Active indefinitely. Before you begin, define what completion looks like. For example:
Not: Learn Power BI.
Instead: Build one working dashboard using live business data.
Not: Improve presentation skills.
Instead: Deliver three senior presentations using a clear recommendation-first structure.
Not: Learn negotiation.
Instead: Apply one negotiation framework in three real conversations.
Learning needs an observable finish line. Otherwise, you can keep consuming content forever and still feel like you are “learning.”
Move from consumption to application quickly
The biggest weakness in many learning plans is too much input.
- Courses.
- Books.
- Videos.
- Podcasts.
- Notes.
But little use. So use a simple rule:
Learn something, then apply it as quickly as possible.
If you learn a new spreadsheet technique, use it in a real model.
If you learn a communication framework, use it in your next meeting.
If you study negotiation, test it in a real discussion.
If you learn a new management concept, apply it with your team.
A skill should not move to Applied because you finished a course. It should move there because you used it.
Review the backlog regularly
Once per month, spend ten minutes reviewing the board.
Ask:
- Is my Active skill still the right priority?
- Have I applied what I learned?
- Is anything in the backlog becoming urgent?
- Can anything be deleted?
Deletion matters. Some learning goals become irrelevant. Others were interesting but never important. Do not carry them forever just because you once wrote them down. A good backlog is not only about adding. It is also about removing.
Build learning around your next level
Your backlog should reflect where you want to go. If you are an individual contributor moving toward management, your next skills may include:
- delegation;
- feedback;
- coaching;
- stakeholder management;
- prioritization.
If you are moving toward executive leadership, the list may shift toward:
- strategic thinking;
- decision-making under uncertainty;
- organisational influence;
- commercial judgement;
- leadership communication.
The point is simple: Do not only learn what helps you do your current job slightly better. Learn what prepares you for the next level of problems.
Application
Create a simple board with three columns:
- Backlog
- Active
- Applied
Then:
- Add every skill currently competing for your attention.
- Choose only 1–2 for Active.
- Define what completion looks like for each one.
- Identify where you will apply the skill in real life.
- Move it to Applied only after you have used it.
- Review the board once per month.
- Delete anything that no longer supports your goals.
Then ask one final question:
If I could become meaningfully better at only one skill over the next 90 days, which one would create the biggest difference?
Start there.
Summary
You do not need to learn everything that looks useful. You need to learn the right thing at the right time. A Learning Plan Backlog lets you capture ideas without turning all of them into active priorities. Keep the backlog broad. Keep Active narrow. Define what learned means. Apply quickly. Then move on.
Growth comes from sequencing skills, not collecting them.
Till Next Time,
Maciej
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