Data Science Lead, Google

Manisha Arora

How Big Tech Actually Evaluates DS Candidates

Siddarth R

Director of Data Science, Microsoft

Understand the full mix of technical, AI and business skills that define a strong Product DS in today's market

Core Skills of a Product DS

Walk through how AB testing, Product Sense questions are designed and what a strong answer looks like

How Interview Questions Are Structured

Leave with a practical, prioritized plan you can act on immediately to build the skills that matter most for this role

A Targeted Preparation Strategy

Use AI and expert guidance to prepare and land your Big Tech job in 2026!

Principal at BigTech with 18+ YOE

Prasad Rao

Principal Solutions Architect | Co-founder, BeSA (Become a Solutions Architect)

AI edition

Learn from an expert behavioral interview coach and practice mock interviews with a custom AI tool!-- -- --You're a skilled professional who KNOWS you have what it takes to work at big tech. But you haven't cracked those interviews yet.You're impacted by:→ Interview anxiety→ Stories without structure→ Not knowing expectations→ Blanking during behavioral questionsIN THIS COURSE YOU'LL LEARN- How to craft Big Tech ready resume- How to deliver high-impact responses in STAR format- How to craft compelling technical achievement stories- How to effectively communicate leadership experiences- How to blend technical depth with strong behavioral skills- How to maintain authenticity while following structured frameworks- How to project confidence through voice, body language, and pacing- How to share lessons learned from past failure and conflict experiences- How to craft and deliver senior level responses to get hired at the right level Then put it all into practice with free AI-powered mock interviews for a week.With the right strategy and preparation, you can showcase your expertise and demonstrate your leadership potential. Note: This is not a DSA or System Design interview prep course

Learn to craft and deliver compelling stories that highlight your technical skills and leadership experience to excel in big tech interviews

Craft a Big Tech-ready resume that gets you noticed

Stand Out in Technical Interviews using Behavioral Skills

STAR method expertise for structured, impactful responses

Craft compelling leadership and technical achievement stories

Techniques to handle technical and behavioral questions effectively

How to practice mock interviews with custom AI tool effectively

Tech ICs and leaders targeting their first MAANG+ role

Strong performers who struggle with articulating their experiences in interviews

Tech professionals aiming to secure $300K+ job

Learn Advanced JTBD quantitative methods that prioritize opportunity, guide product roadmaps, and shape exceptional customer experiences.

Managing Partner - Customer Centric LLC

Ecobee

lululemon athletica

G Adventures

Citi

Humana

JOHN GUSIFF

Insights Architect, Consultant CX/UX/MR

Intuit

Microsoft

ServiceNow

YouTube

DOMINIC RICCHETTI

Insights Architect, Consultant CX/UX/MR Strategy and Methods

Cohort 1

Cohort 2

🔍 Uncover. 📊 Quantify. 🚀 Innovate.Transform Your Product Experience and Strategy with Jobs-to-Be-Done ResearchMost teams stop at the customer interview. But understanding customer progress isn’t just about rich stories — it’s about translating that insight into an actionable, quantified strategy. Gain the tools, methods, and confidence to drive smarter product decisions leveraging proven jobs-to-be-done quantitative research methods.It will be case study-based course you'll get hands-on experience in the following:🎯 Define your market (job performer + job=to-be-done) using the Market Definition Canvas🔍 Identify the core job, related jobs, and emotional context🛠️ Create a robust process map to reveal friction and opportunity across the customer journey🎯 Pinpoint and validate the right target audience📋 Design outcome-based surveys that quantify product and CX opportunities📈 Run opportunity scoring to prioritize what matters most🧠 Make strategic decisions based on actual customer progress — not opinionsWe’ll leverage powerful frameworks and methods from Tony Ulwick and Jim Kalbach.

Uncover. Quantify. Innovate.
Transform Your Product and CX Strategy 

Frame Your JTBD Research with Precision

Build a Robust Job Map for Quantitative Analysis

Design an Outcome-Based JTBD Survey (Quantitative)

Analyze and Visualize JTBD Survey Data

Create a JTBD-Validated Product & Experience Strategy

Apply PCA + JTBD to Advanced Business Decisions

Innovation Leaders seeking to identify underserved markets and high-impact opportunities that shape product and experience strategy.

Product managers looking to prioritize jobs/outcomes using quantitative customer needs data, not just gut instinct.

User and UX Researchers ready to move beyond interviews and turn JTBD insights into statistically valid, data-backed findings.

Make high-stakes product decisions with clearer logic, stronger conviction, and language that leadership can trust.

Product & Design Leader at Owtcome

Owtcome

Krasi Bozhinkova

Cohort - May 2026

Cohort - July 2026

The gap between mid-level and senior is not knowledge. It is judgment. The ability to make the call earlier, with less certainty, and explain why it matters in terms the business cares about.You may already have strong instincts, but instincts alone don’t earn trust. What gets your work second-guessed is not always that someone else is right. It is that they can connect the decision to adoption, retention, revenue, or strategic advantage more clearly than you can.This course is about closing that judgment gap. You will learn how to identify the real decision inside a messy debate, name the trade-off others avoid, and defend your logic before perfect data arrives. It blends product, design, and business thinking because role boundaries are disappearing and the expectation to make an impact has never been higher.The goal is to become the person leadership brings in earlier, trusts with harder problems, and gives a bigger scope.

Make high-stakes product calls with clarity to earn a bigger scope and influence

Frame the real decision behind a messy debate

Build for critical user needs without waiting for perfect data

Know when to improve, pivot, or rethink your roadmap

Connect every product and design decision to a growth loop

Design for AI-products beyond the interface

PMs, designers, and cross-functional leaders with 3-5 years of experience, working through ambiguity, trade-offs, and business outcomes.

Level of experience

Bring one live product, feature, or strategic decision to apply the course directly to your own context.


What to prepare

This course is designed for practitioners who want to make better product decisions in AI-shaped markets, not to teach a specific AI tool.

No technical AI background required

Mid to Senior level PMs stuck in execution mode who want to become the senior person leadership trusts to make the harder decisions

Designers who are strategic but can't articulate it and lose the argument when they don’t connect the decision to business impact.

Developers stepping up to own a product area, who need a repeatable way to make hard decisions with incomplete information.

You'll learn skills that have helped >1000 of Shreyas' students build successful products, craft compelling strategies, get hired/promoted.

Advisor to founders. Product builder.

Stripe

Google

Anthropic

Riverside.FM

Shreyas Doshi

Built successful products at Stripe, Twitter, Google. Advisor to founders & CEOs

May 2026

June 2026

Product Sense is the ability to usually make correct product decisions, both macro &amp; micro, even in the face of major ambiguity.Whether you’re a Founder, CxO, Senior Leader, PM, Engineer, Designer, Data Scientist, Marketer, you can significantly improve your Product Sense by understanding and practicing the correct ideas of human motivation, behavior, and creativity.People who level up on their Product Sense tend to build more successful products, features, and teams. This in turn helps them substantially grow their impact, scope, and lifetime income.<a target="_blank" rel="noopener noreferrer nofollow" href="https://testimonial.to/shreyas-improving-your-product-sense-course/all">Product Sense is a skill, and thousands of talented &amp; accomplished product people have leveled up greatly on this skill by taking this course (check out student reviews)</a>Students love this course because it is:<ul><li>Practical. No theory, no fluff</li><li>In-depth. Detailed material you can apply to your day-to-day work</li><li>Novel. Different from the product content you already know</li></ul>In the AI age, Product Sense matters more than ever. Learn it. Sharpen it. Apply it &amp; win.~Are you self-funding the course?For a limited time, you can enroll for June with a $1000 discount. (our largest ever discount)Use discount code: LIMITEDTIME1000 or <a target="_blank" rel="noopener noreferrer nofollow" href="https://maven.com/shreyas-doshi/product-sense/june-2026/join?promoCode=LIMITEDTIME1000">just use this link</a>.

Product Sense is the main skill that matters in the AI age for product builders.

What makes users choose your product, what gets in the way, what nudges work

How to conceive correct & compelling ideas for your product strategy and plans

How to do correct Positioning & Segmentation for your product and communicate it

Build better Taste & convey your Taste in ways that is actionable for your team

20 specific Product Creativity Techniques to build better products & experiences

You will develop skills for everything above in ways you can immediately apply

Folks who are are involved in content creation, coaching, teaching, or other such side hustles should not enroll. We seek 110% product focus

This course is NOT FOR everyone

It is almost certainly the most advanced product course out there, suited for founders & advanced career folks in PM, Design, Eng, Data, etc

This IS NOT a beginner or intermediate level course

If yes, it will likely be transformative. But it IS NOT for folks who like to outsource their thinking to others and just follow directions

It is FOR YOU if you like to think for yourself and truly want to win

Product-focused startup founders &amp; CEOs who want to improve their ability to make more correct product decisions. Pre-PMF &amp; just post-PMF.

Talented Product Managers, Designers, Engineers, Data Scientists, Ops/Mktg folks who want to take their Product Sense to the next level.

Senior product leaders across PM, Design, Analytics, Eng, Ops, Mktg, etc. Many product team leaders (P-D-E) also take this course together.

Crack Your Data Science Interviews 

Agentic AI

Coding with AI

AI Workflows

Claude Code

OpenClaw

Vibe Coding

AI Evals

AI Transformation

RAG & Search

AI for PMs

AI for Engineers

AI for Designers

AI for Marketers

AI for Founders

Product Sense

Product Discovery

User Research

Prototyping

Growth

Analytics

Tech Foundations

Strategy

Influence

Leadership

Career Growth

Machine Learning

LLM Ops

Context Eng

Security

System Design

Figma

Design Systems

Visual Design

Design Strategy

Automation

Content Marketing

Demand Gen

Go-to-Market

Product Marketing

Positioning

Social Media

Brand

B2B Marketing

SEO & AEO

AI for Leaders

AI Governance

Communication

Management

People Operations

Exec Presence

Storytelling

Goal-setting

Personal Brand

Fundraising

Everyone

Operators

Data Scientists

Business Analysts

User Researchers

Customer Success

Project Managers

HR Professionals

Sales People

Lawyers

Finance

Investors

Real Estate

Educators

Creators

Data scientists who apply statistical and ML techniques to extract insights from data.

Getting promoted, navigating job transitions, and advancing to the next level in your career.

Using data and metrics to measure performance, run experiments, and inform decisions.

Developing intuition for what makes a great product — evaluating ideas, understanding user needs, and making tradeoff decisions.

How Big Tech Actually Evaluates DS Candidates

What you'll learn

Why this topic matters

You'll learn from

Siddarth R