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Aviral Vaid

Aviral Vaid

@aviralv

Ask AI Clone

Joined Dec 10, 2021

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Posts

#4: Roles, Skills and Org Structure For Machine Learning Product Teams

medium.com/@yaelg/product-manager-guide-part-4-roles-skills-and-org-structure-for-machine-learning-product-teams-b8cafaab398f

Product Management
AI
Management

Mar 19, 2023

5

#3: Developing a Machine Learning Model From Start to Finish

medium.com/@yaelg/product-manager-guide-part-3-developing-a-machine-learning-model-from-start-to-finish-c3e12fd835e4

AI
Product Management

Mar 19, 2023

8

#2: What You Need to Know About ML Algorithms and Why You Should Care

medium.com/@yaelg/product-manager-guide-part-2-what-you-need-know-machine-learning-algorithms-models-data-performance-cff5a837cec2

AI
Technology Explained

Mar 19, 2023

7

#1: What Machine Learning Can Do for Your Business and How to Figure It Out

medium.com/@yaelg/product-manager-guide-part-1-what-machine-learning-can-do-for-your-business-and-how-to-9f7eb7dced05

Management

Mar 17, 2023

14

The problem-solver’s playbook: 17 questions to sharpen your thinking

medium.com/irlproduct/the-problem-solvers-playbook-17-questions-to-sharpen-your-thinking-167e2ce134c2

Product Management
Problem Solving

Mar 10, 2023

34

Amazon Has a Secret Weapon Known as "Working Backwards"--and It Will Transform the Way You Work

www.inc.com/justin-bariso/amazon-uses-a-secret-process-for-launching-new-ideas-and-it-can-transform-way-you-work.html

Product Management
Writing

Mar 10, 2023

5

Modern ways to create Product Requirements Documents (PRDs) - Department of Product

www.departmentofproduct.com/blog/modern-ways-to-create-product-requirements-documents/

Product Management
Writing

Mar 10, 2023

2

4 Habits by Jay Shetty To Build & Boost Your Self Confidence

medium.com/mind-cafe/4-habits-by-jay-shetty-to-build-boost-your-self-confidence-e2f1fa0d0d65

Self-development
Growth

Mar 6, 2023

4

How to Conduct a Product Health Check - Department of Product

www.departmentofproduct.com/blog/how-to-conduct-a-product-health-check/

Product Management
Processes
Problem Solving
Onboarding

Mar 3, 2023

9

5 Ways to Keep Teams Aligned as a Product Manager - Department of Product

www.departmentofproduct.com/blog/5-ways-to-keep-teams-aligned-as-a-product-manager/

Product Management
Processes
Collaboration
Soft skills

Mar 3, 2023

3

How senior product managers think differently

medium.com/irlproduct/how-senior-product-managers-think-differently-c5d8cd0cb52c

Product Management
Learning
Career
Strategy

Mar 3, 2023

27

How to Write a Product Vision Statement - Department of Product

www.departmentofproduct.com/blog/how-to-create-a-product-vision-statement/

Product Management
Writing
Strategy

Mar 2, 2023

5

the Decision Stack

www.thedecisionstack.com/

Strategy
Leadership
Processes

Mar 2, 2023

3

A New Way to Think About Product-Market Fit

www.erezdruk.com/post/a-new-way-to-think-about-product-market-fit?utm_source=departmentofproduct_newsletter&utm_medium=departmentofproduct_newsletter&utm_campaign=Department+of+Product+Weekly+Briefing

Product Management
Product Market Fit
Processes

Mar 2, 2023

7

5 Visual Design Principles for Product Managers - Department of Product

www.departmentofproduct.com/blog/5-design-principles-for-product-managers/

Product Management
Product Design

Mar 2, 2023

3

Practical Ways to Earn Respect as a Product Manager - Department of Product

www.departmentofproduct.com/blog/practical-ways-to-earn-respect-as-a-product-manager/

Product Management
Collaboration

Mar 1, 2023

4

Coaching – Strategic Context | Silicon Valley Product Group

www.svpg.com/coaching-strategic-context/

Product Management
Leadership
Coaching
Strategy

Feb 5, 2023

1

Coaching – Imposter Syndrome | Silicon Valley Product Group

www.svpg.com/coaching-imposter-syndrome/

Product Management
Psychology

Feb 5, 2023

1

5 Essential Business Skills for Product Managers - Department of Product

www.departmentofproduct.com/blog/5-essential-business-skills-for-product-managers/

Product Management
Business
Product Market Fit

Jan 30, 2023

6

How to Plan Product Features Asynchronously - Department of Product

www.departmentofproduct.com/blog/process/how-to-plan-product-features-asynchronously/?utm_source=departmentofproduct_newsletter&utm_medium=departmentofproduct_newsletter&utm_campaign=Department+of+Product+Weekly+Briefing

Product Management
Writing
Processes
Remote Working

Jan 27, 2023

13

Alignment through OKR’s and Hypotheses

productcoalition.com/alignment-through-okrs-and-hypotheses-4f2b9bf94499

Product Management
Strategy
Metrics

Jan 27, 2023

19

How To Prevent Common Mistakes In Product Development - Brainmates

brainmates.com.au/insights/how-to-prevent-common-mistakes-in-product-development/

Product Management
Product Discovery
Product Market Fit

Jan 27, 2023

8

Generated Code Makes Overconfident Programmers, China's Autonomous Drone Carrier and more

www.deeplearning.ai/the-batch/issue-180/

AI
Learning

Jan 25, 2023

2

Unconventional advice for transitioning to Head of Product - Department of Product

www.departmentofproduct.com/blog/unconventional-advice-for-transitioning-to-head-of-product/

Product Management
Career
Coaching

Jan 25, 2023

10

Sustainable Sources of Competitive Advantage

collabfund.com/blog/sustainable-sources-of-competitive-advantage/

Business
Strategy
Psychology

Jan 25, 2023

8

FOMO: The Worst Financial Trait

collabfund.com/blog/fomo-the-worst-financial-trait/

Business
Money

Jan 23, 2023

2

The Art and Science of Spending Money

collabfund.com/blog/the-art-and-science-of-spending-money/

Money
Psychology

Jan 23, 2023

22

Examples of simple-yet-powerful product vision statements

uxdesign.cc/examples-of-simple-yet-powerful-product-vision-statements-aa0998f2fa9d

Product Management
Strategy

Jan 19, 2023

2

Justifying Optimism

collabfund.com/blog/justifying-optimism/

Psychology
History
Money

Jan 14, 2023

12

Ideas That Changed My Life

collabfund.com/blog/ideas-that-changed-my-life/

Psychology
Strategy
History

Jan 14, 2023

101

My 12 Hour Walk | #203

boundless.substack.com/p/my-12-hour-walk-203?utm_source=convertkit&utm_medium=email&utm_campaign=%F0%9F%AA%B6+Geese+and+Golden+Eggs%20-%209396214

Psychology
Career

Jan 14, 2023

1

Use ChatGPT to do Data Science

buildspace.so/notes/chatgpt-data-science

AI
Technology Explained

Jan 14, 2023

1

Choosing Your North Star Metric

future.com/north-star-metrics/

Product Management
Metrics

Jan 12, 2023

23

Three takeaways from the 2022 product insights report

blog.airtable.com/product-insights-report-takeaways/

Product Management
Processes

Jan 7, 2023

5

Strategy as an act of creativity

medium.com/red-and-yellow-strategy-business-psychology/strategy-as-an-act-of-creativity-6de9234fae17

Product Management
Strategy

Jan 3, 2023

3

Natural Language Processing - Practical Applications of NLP for Product Teams - Department of Product

www.departmentofproduct.com/blog/natural-language-processing-practical-applications-of-nlp-for-product-teams/?utm_source=departmentofproduct_newsletter&utm_medium=departmentofproduct_newsletter&utm_campaign=Department+of+Product+Weekly+Briefing

Product Management
Technology Explained
AI

Jan 2, 2023

111

Reopening the mind: how cognitive closure kills creative thinking

nesslabs.com/cognitive-closure

Problem Solving
Psychology

Jan 2, 2023

82

How to Better Manage Your Life Admin

www.artofmanliness.com/character/advice/how-to-better-manage-your-life-admin/

Administration
Life
Productivity

Jan 1, 2023

5

How to Stop Overthinking Your Relationship

greatergood.berkeley.edu/article/item/how_to_stop_overthinking_your_relationship

Relationships
Problem Solving

Dec 29, 2022

11

Cumulative vs. Cyclical Knowledge

collabfund.com/blog/cumulative-vs-cyclical-knowledge/

Psychology
Money
History

Dec 29, 2022

3

3

Alignment through OKR’s and Hypotheses

URL
https://productcoalition.com/alignment-through-okrs-and-hypotheses-4f2b9bf94499
Tag
Product Management
Strategy
Metrics

Highlights & Notes

When you start to scale and have multiple products and/or teams, alignment becomes paramount. The general trap is to try and control things to stop misalignment form every happening by adding many layers of bureaucracy — or as I like to call “forced-alignment”. This stifles creativity, does very little to keep your people motivated and usually degrades team velocity.

Objective — the goal we wish to achieve, and;

The key results we expect the objective to give us. General rule of thumb is to have no more than five key results per objective.

“why?” — why are we launching app x? What benefit are we expecting to see? The answers to these questions are likely be the outcome you’re trying to achieve.

Key results need to be measurable like “increase retention by 5%” — think SMART goals.

OKRs can be used at all levels — they can be high level larger long-running, lagging indicators or low level tactical, leading indicators.

The Hypothesis framework which is commonly used is relatively simple. At a core level it consists of two statements, one which is the experiment that you wish to try (or “bet” as I like to call it) and second is the outcome you expect it to make and more importantly how you are going to measure its impact.

We believe that ____________________

For ____________________

Will result in ____________________

We’ll know we have succeeded when we see ____________________

OKR’s are deliberately solution agnostic to allow the freedom for the “how” part — OKR’s don’t care how you achieve the objective, they just want the objective met. This is where Hypotheses come in.

Like with anything I often start with the vision — the end goal, where are we heading and why.

The next question to ask yourself as a Product Manager is “how am I going to measure progress towards the vision? how will I know I am swimming in the right direction or not?” — these are your top level OKRs for your product.

Consider diversity in your metrics on your OKRs — i.e. you don’t want to increase sign-up conversion at the detriment of retention — beware of tunnel vision!

An important thing to note is that this doesn’t supersede discovery, rather the contrary, discovery should be informing your bets.

your roadmap will likely have planned bets in the near-term and “fuzzy” opportunities still in the far-term — all still aligned to an OKR.

Having a shared vision and measurable outcomes (whether they are expressed in OKRs or not) is a powerful way for creating alignment across the multiple teams and products

The devil is often in the details with how you maintain alignment. The key is to provide direction and boundaries, not to cascade solutions or micro-manage (I often say to leaders I coach, “facilitate don’t dictate”)

OKRs and Hypotheses should correlate, not cascade down. They are common goal posts to keep teams loosely aligned — not for telling the teams what to do.

There should be no need to getting “someone’s blessing” this only creates a dependency and bottleneck, rather teams should be empowered and trusted to make their own decisions.

Don’t pick too many metrics either — again, less is more! I generally work off the same rule-of-thumb as for OKRs and go for no more than 3 metrics/key results for both OKRs and Hypotheses

Think about leading vs lagging indicators — it can be useful to think about OKRs as more lagging indicators or ones which will see the needle move over a much longer time period whereas, since your Hypothesis are your experiments to meet the OKR, their metrics are often leading indicators, as they require a much shorter feedback loop