"Impact is only achievable by looking at two sets of variables: the environment and your skills. Break down each objectively to understand what's limiting your ability to have impact."
Impact is the primary output to optimize for, not compensation
Score each factor to identify gaps and prioritize improvements
The Environment
Six Variables That Limit Impact
Your Manager
The most powerful variable. A great manager can move chess pieces to fix other environment factors.
Resources & Scope
Do you have the right team size? Enough budget? Clear boundaries on what's in your remit?
Culture & Compensation
Do you feel supported and fairly valued? Can you do your best work in this environment?
Score each factor: 0 = not good, 1 = neutral, 2 = greatly benefiting (up to 12 points total)
Be honest. The framework only works if you name the constraints clearly
Change or leave? Assess what you can influence with your manager vs. what requires exit
The manager is key. "People don't leave jobs, they leave managers" — because your manager controls moving the levers on most other variables
Understand your manager. What are they optimizing for? Can you take adjacent work off their plate?
Manage Growth
How to Coach Product Teams
Bloom's Taxonomy for PMs
Knowledge → Comprehension → Application → Analysis → Synthesis → Evaluation. Identify where your team breaks down.
Your Coaching Tree
Like a basketball coach's tree, build your leadership legacy. Who have you helped grow into their next role?
Product is a team sport. You're the coach, not the CEO. Help everyone see their role
Not everyone is a star. Build strong role players and value them for their contributions
Meet people where they are. Too often we ask people to figure things out without support
Teach to learn. Coaching others forces you to systematize knowledge and frees you for bigger work
Your team's success is your success. Rising tide lifts all boats
The 7-year-old testManaging product managers requires many of the same core skills as getting 24 seven-year-olds to believe in what you're doing. These communication and influence skills are more critical than you think.
Growth Playbook
Understand Work Framework
Understand: First principles analysis, not confirmation bias
Identify: Find the real opportunity based on what you've learned
Execute: Move fast on the right things
The anti-patternSomeone says "we should build X." Then you pull data to justify why X is great. This is identify-justify-execute (backwards). Instead: understand-identify-execute.
Why it matters: Most teams skip understand work entirely and jump to executing ideas. This framework forces clarity before action.
Contrarian
What Bangaly Believes (That Others Don't)
✗Manager changes are rareINSTEAD →✓ You don't need to like your manager. You need to respect them and find synergy in what they're optimizing for.
✗Skills are innate or learned aloneINSTEAD →✓ Use Bloom's Taxonomy to diagnose exactly where teams break down (knowledge vs. application vs. synthesis) and target coaching precisely.
✗PM is the CEO of the productINSTEAD →✓ PM is the coach of a team sport. Your job is to help others maximize their role and build a leadership tree.
✗Compensation drives impactINSTEAD →✓ Impact drives everything. Optimize for impact first; compensation, scope, and credibility follow automatically.