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The Recruiter's Wiki Daily Reference — Vol. 15
Recruiter Reference Guide

Recruiting for
Product Development
Roles.

A plain-English wiki to the people who imagine, design, and ship software products — Product Managers, UX Researchers, Designers, Writers, and the operators who hold it all together. Built for the recruiter who has never opened Figma or written a user story.

discover design deliver
5
Process Stages
Discover · Define · Design · Build · Ship
14
Role Profiles
Across PM, Design, Research & Ops
12
Tools Explained
Figma, Jira, Notion, Mixpanel & more
60+
Boolean Strings
Copy-ready search operators
01  —  Primer

What is
Product Development?

Before we list job titles, let's demystify the work. "Product Development" in a software company means the entire chain of people who turn a vague idea — "we should help small businesses do their taxes" — into a real, usable app on a phone or website. It is part research, part craft, part construction project. The people you'll meet in this guide do not all write code. Most of them spend their days in conversations, sticky notes, spreadsheets, and a tool called Figma — figuring out what to build, why, and what it should look like.

It's not just "engineering"

Product Development is a team sport. Engineers build. But before a single line of code is written, a Product Manager has decided what to build, a Researcher has confirmed users actually want it, and a Designer has drawn what it will look like. These non-engineering roles are what this guide focuses on.

The product is the company

At a software product company, the product is the business. Slack, Notion, Figma, Canva — these companies don't sell consulting hours; they sell access to a tool. That means the product team has enormous influence: a small UX change can shift millions in revenue.

Most roles aren't technical

This is the surprise for many recruiters: a strong Product Manager doesn't have to know how to code. A great Designer doesn't either. What they need is curiosity, empathy for users, taste, and the ability to write clearly. Don't screen them out for missing programming skills — most jobs don't require any.

02  —  The Process

How a software
product gets built.

Every product company runs some version of this five-stage cycle. Different roles "own" different stages. Understanding which stage a candidate has experience in is the single most useful filter you can apply when evaluating their resume.

01
Stage One
Discover

Talk to users. Find a problem worth solving. Owned by: UX Researchers, Product Managers, Product Marketing.

02
Stage Two
Define

Decide what we'll build and why. Write the brief. Owned by: Product Managers, Product Owners, Business Analysts.

03
Stage Three
Design

Draw the screens. Test prototypes. Pick the colours and words. Owned by: Product Designers, UX Writers, Design Systems.

04
Stage Four
Build

Write the code. Run the sprints. Ship feature flags. Owned by: Engineering Managers, Scrum Masters, QA, Engineers.

05
Stage Five
Ship & Learn

Launch. Watch the data. Iterate. Owned by: Product Analysts, Growth PMs, Product Marketing, Customer Success.

I.

Product Management

The people who decide what gets built — and why.

Define · Prioritise · Decide

Product Manager (PM)

Also called: Product Lead, Group PM, Senior PM, Principal PM
Slack Notion Stripe Figma Atlassian Spotify Airbnb
core role
Found at every product co.
What they actually do

The Product Manager (PM) is the person responsible for figuring out what the team should build next, and convincing everyone — engineers, designers, executives, customers — that it's the right choice. They don't have a team that reports to them. Their power comes from influence: they spend their days in meetings, writing documents, talking to customers, looking at usage data, and deciding which 5 things (out of 500 ideas) the team will actually work on this quarter.

In Plain English A PM is like the conductor of an orchestra who can't play any of the instruments. Their job is to make sure everyone is playing the same song, in the right order, and that the audience actually wants to hear it.
Skills & knowledge to look for

Communication first. Strong writing is non-negotiable — PMs live in documents (PRDs, specs, strategy memos). Look for candidates who can summarise complex things in one paragraph.

Data literacy. They don't need to write code, but they need to be comfortable in a spreadsheet, read a dashboard, and write a basic SQL query. Mentions of Mixpanel, Amplitude, Looker, Tableau, or SQL on a resume is a strong signal.

Customer empathy. Look for evidence they have actually talked to users — past roles in support, sales, or research are gold.

Prioritisation frameworks. Bonus points for mentions of RICE, MoSCoW, Kano, or OKRs.

Common tools they use
Jira Notion Linear Productboard Slack Mixpanel Amplitude Figma Confluence
Boolean search strings
Mid-Level Product Manager
("product manager" OR "senior product manager") AND ("roadmap" OR "PRD" OR "product requirements") AND ("Jira" OR "Linear" OR "Productboard") AND (SaaS OR "B2B")
Data-Fluent / Growth PM
("product manager" OR "growth PM") AND ("A/B testing" OR "experimentation") AND (SQL OR Mixpanel OR Amplitude OR Looker)
Senior / Principal PM
("principal product manager" OR "group product manager" OR "director of product") AND ("0 to 1" OR "product strategy" OR "product vision")
Where to source beyond LinkedIn
Mind the Productmindtheproduct.com
Lenny's Newslettercommunity.lennysnewsletter.com
Y
Hacker News "Who's Hiring"news.ycombinator.com
Product Hunt makersproducthunt.com
M
Medium / Substack writersmedium.com (PM tag)
Discord/Slack PM communitiesMind the Product, Reforge
Recruiter screening questions
Walk me through a feature you launched recently — what was it, who was it for, and how did you measure success?
StrongNames a specific user problem first ("our SMB users couldn't…"), describes a clear hypothesis, mentions metrics they tracked (activation rate, retention, NPS), admits what didn't work, and shows learning. They credit the team, not themselves.
AverageDescribes the feature itself well but is vague on the user problem or the metrics. Says "engagement went up" without numbers.
WeakLists features they "owned" with no context on why or for whom. Cannot describe a single quantitative outcome. Talks only about themselves, not the team or users.
How do you decide what not to build?
StrongDescribes a real prioritisation framework (RICE, ICE, opportunity scoring) or a story about saying no to a senior stakeholder with reasoning. Mentions trade-offs explicitly.
AverageMentions "the roadmap" or "we look at impact." Doesn't get specific about how trade-offs are made.
Weak"We build what the CEO wants." Indicates no autonomy or framework — possibly fine for very junior roles, red flag for senior.
Tell me about a time you disagreed with engineering about scope or technical approach. How did it end?
StrongShows respect for engineering's expertise, describes how they re-framed the problem rather than the solution, and reaches a compromise. Often: "I learned the original approach was right."
Weak"I had to push the team to deliver." Treats engineers as a resource to be managed. Big red flag — they will not last in modern product teams.
Green flags & red flags
Green Flags
  • Speaks fluently about user research methods
  • Uses metrics and numbers naturally in conversation
  • Has a writing portfolio — blog, Substack, or shared docs
  • Mentions specific frameworks (Jobs-to-be-Done, RICE, OKRs)
  • Talks about products they admire and why
  • Asks you good questions about the role and product
Red Flags
  • Cannot name the metrics from their last project
  • Refers to engineers as "my team" or "resources"
  • Has only "managed JIRA tickets" — not strategy
  • Cannot articulate why they want to leave
  • "Visionary" with no examples of execution
  • Title-inflated (Senior PM at 1 year of experience)

Product Owner (PO)

Also called: Scrum PO, Agile Product Owner
SAP Salesforce IBM Workday Enterprise SaaS
execution focus
More common in larger orgs
What they actually do

A Product Owner is closely related to a Product Manager, but with a tighter focus. The PO works inside an engineering team (a "scrum team") and is responsible for keeping the team's backlog (the to-do list) clean, prioritised, and full of well-written tickets. They tend to operate on a 2–4 week horizon, while a PM operates on a 6–12 month horizon. In some companies the two titles are used interchangeably; in larger enterprises (banks, telco, big SaaS) they are distinct.

In Plain English If a PM decides which mountain to climb, the PO decides which step to take next. Same destination — different zoom level.
Skills & knowledge to look for

Agile certifications — CSPO (Certified Scrum Product Owner), PSPO (Professional Scrum Product Owner), or SAFe POPM are common. Don't reject a candidate without one, but it's a strong positive signal.

User-story writing — they should be fluent in the "As a…, I want…, so that…" format and the concept of acceptance criteria.

Backlog grooming & sprint planning — daily standups, sprint reviews, retrospectives.

Tools: Jira (essential), Confluence, Azure DevOps in Microsoft shops.

Boolean search strings
Standard Product Owner
("product owner" OR "PO") AND ("scrum" OR "agile") AND ("backlog" OR "user stories") AND ("CSPO" OR "PSPO" OR "SAFe")
Enterprise / SAFe PO
("product owner") AND ("SAFe" OR "scaled agile" OR "PI planning") AND ("Jira" OR "Azure DevOps")
Recruiter screening questions
Walk me through how you write a user story. What goes into "definition of done"?
StrongUses the standard "As a [user], I want [action], so that [outcome]" format naturally. Defines "done" as: code merged, tests pass, accessibility checked, design QA approved, deployed to production, telemetry confirmed. Mentions the team agreeing collectively.
WeakCannot describe the user story format. Says "done is when engineering says it's done."
A stakeholder demands a feature mid-sprint. What do you do?
StrongDoesn't disrupt the sprint. Logs it in the backlog, prioritises it for the next sprint planning, and explains the trade-off to the stakeholder ("if we add this, this drops").
WeakAdds it immediately. Doesn't push back. Indicates poor stakeholder management.

Product Marketing Manager (PMM)

Also called: PMM, Senior PMM, Director of Product Marketing
HubSpot Salesforce Notion Asana Adobe Canva
go-to-market
Bridge: product ↔ marketing
What they actually do

The Product Marketing Manager is the storyteller. While the PM decides what to build, the PMM decides how to tell the world about it. They write the launch announcement, design the landing page, brief the sales team, run the press strategy, and own positioning ("we're the easy alternative to X"). They sit between the product team and the marketing/sales orgs.

In Plain English If the PM is the architect, the PMM is the estate agent — they know how to describe the house in a way that makes you want to buy it.
Skills & knowledge to look for

Writing. Their portfolio is usually public — blog posts, product launch pages, video scripts. Always ask for samples.

Positioning & messaging frameworks. April Dunford's "Obviously Awesome" methodology is a standard reference.

Customer research & competitive intelligence. They run win/loss interviews and analyse competitors.

Sales enablement. They build pitch decks, battle cards, and demo scripts.

Tools: Highspot, Gong, HubSpot, Marketo, Webflow, Figma, Notion.

Boolean search strings
B2B SaaS PMM
("product marketing" OR "PMM") AND ("go-to-market" OR "GTM") AND ("positioning" OR "messaging") AND (SaaS OR B2B)
Launch / Growth PMM
("product marketing") AND ("product launch" OR "GTM strategy") AND ("sales enablement" OR "battle cards")
Where to source
PMA
Product Marketing Allianceproductmarketingalliance.com
M
Substack newsletterse.g. "Product Marketing Snacks"
Li
LinkedIn newslettersApril Dunford, Sangram Vajre
PH
Product Hunt launch postswriters behind launches
II.

Product Design

The people who decide what the product looks and feels like.

Design · Prototype · Polish

Product Designer

Also called: UX/UI Designer, Senior Product Designer, Staff Designer
Figma Airbnb Stripe Notion Shopify Adobe Linear
core craft
The most common design title
What they actually do

The Product Designer is the person who draws the screens. They take a problem the PM has defined, sketch out solutions, build interactive prototypes (clickable mock-ups), test those prototypes with real users, and then hand off polished designs to engineering. The modern title "Product Designer" is a merger of two older titles — "UX Designer" (focus on flows and logic) and "UI Designer" (focus on visuals and pixels). Most product designers today do both.

In Plain English Imagine a film director who not only writes the screenplay but also designs the costumes, picks the music, and decides where the camera points. That's a Product Designer.
Skills & knowledge to look for

Figma is essential. Sketch and Adobe XD are legacy tools — most candidates should now list Figma as their primary tool. If a senior designer has not used Figma, that's a yellow flag.

A portfolio is mandatory. Always click through to it. Look for case studies that explain why they made decisions, not just pretty screenshots.

Interaction design & prototyping — building clickable flows, micro-interactions, motion.

Usability principles — Hick's Law, Fitts' Law, Gestalt principles. Bonus points for accessibility (WCAG, screen reader testing).

Design systems. Mentions of "design tokens," "component library," or naming systems like Material, Polaris, Carbon, or Atlassian Design System indicate maturity.

Common tools they use
Figma Sketch Xd Adobe XD Framer Inv InVision Miro FigJam Storybook Maze ProtoPie
Boolean search strings
Mid-Senior Product Designer
("product designer" OR "senior product designer" OR "UX designer") AND (Figma OR Sketch) AND ("design system" OR "component library") AND (prototype OR prototyping)
Visual / Motion Designer
("product designer" OR "visual designer") AND ("motion design" OR Lottie OR "After Effects" OR Framer)
B2B / Enterprise Product Designer
("product designer") AND (SaaS OR B2B OR enterprise) AND ("data visualization" OR dashboards OR workflows)
Where to source beyond LinkedIn
Dribbbledribbble.com
Behance (Adobe)behance.net
Figma Communityfigma.com/community
RH
Read.cv / Standard Resumeread.cv
M
UX Collective (Medium)uxdesign.cc
r/
r/userexperience, r/UI_Designreddit.com
CTC
Cofolios / The Best Folioscofolios.com
Twitter/X #DesignTwitteractive design community
Recruiter screening questions
Walk me through your favorite project in your portfolio. Why are you proud of it?
StrongStarts with the problem, not the visuals. Describes the user, the constraints, the alternatives they considered, what they learned from testing, and what they would change if they did it again. Mentions collaboration with PM and engineers.
AverageShows pretty screens and explains the layout. Describes "I added a card design" but not why.
WeakCannot articulate the user problem. Talks only about visual aesthetics ("I picked this gradient because…"). No evidence of testing or iteration.
How do you handle feedback from a stakeholder who wants to change something you disagree with?
Strong"I try to understand why they're asking — usually there's a real problem behind it." Describes converting opinion into testable hypothesis. Mentions data, user testing, or A/B tests.
Weak"I push back hard" or "I just do what they say." Both indicate an inability to advocate for users with diplomacy.
How do you decide between two design options?
StrongLists multiple inputs: user testing, accessibility, technical feasibility, brand guidelines, the design system. Mentions running a 5-person usability test or asking the team.
Average"I go with the one that feels right." Designer's instinct is real, but should be one input of many.
Green flags & red flags
Green Flags
  • Portfolio with case-study format, not just images
  • Mentions accessibility (WCAG, contrast ratios, screen readers)
  • Uses words like "hypothesis," "test," "iterate"
  • Shows wireframes / sketches as well as polished work
  • Has shipped to production (real users using their work)
  • Active in Figma Community — has published files
Red Flags
  • Portfolio is only "redesigns" of well-known apps
  • Cannot describe a single trade-off or constraint
  • No examples of working with engineers
  • Has only used static design tools (no prototyping)
  • Calls themselves a "creative director" at 2 yr exp.
  • Heavy on AI-generated visuals with no rationale

UX Researcher

Also called: User Researcher, Design Researcher, Senior UXR
Google Meta Microsoft Atlassian Spotify Intuit
specialist craft
Mostly at mature product cos.
What they actually do

The UX Researcher is the team's professional listener. Their job is to talk to users — through interviews, surveys, usability tests, diary studies — and bring back insight that the team can act on. There are two main flavours: generative research (broad, exploratory: "what should we build?") and evaluative research (narrow, validating: "does this prototype work?"). Many candidates have backgrounds in psychology, anthropology, sociology, or HCI.

In Plain English A UX Researcher is the team's truth-teller. They go out and find what users actually do — not what they say they do, and not what executives wish they did.
Skills & knowledge to look for

Research methods. Mentions of contextual inquiry, diary studies, card sorting, tree testing, usability testing, ethnographic observation are all positive signals.

Quantitative skills. Strong UXRs can run a survey, calculate statistical significance, and read regression output. Mentions of SPSS, R, Python, or SUS scores indicate quant chops.

Synthesis & storytelling. Can take 20 messy interviews and turn them into 3 actionable insights.

Tools: UserTesting, Lookback, Dovetail, Maze, Optimal Workshop, Qualtrics, SurveyMonkey.

Education: Often (not always) advanced degrees in HCI, psychology, anthropology, cognitive science.

Common tools they use
UT UserTesting Lookback Dovetail Maze Optimal Workshop Q Qualtrics Hotjar FullStory
Boolean search strings
Generalist UX Researcher
("UX researcher" OR "user researcher" OR "design researcher") AND ("usability testing" OR "contextual inquiry") AND ("qualitative" OR "interviews")
Quant-leaning UXR
("UX researcher" OR "quantitative researcher") AND (survey OR SPSS OR R OR Qualtrics) AND ("PhD" OR "Masters")
Senior / Principal UXR
("principal UX researcher" OR "staff researcher" OR "head of research") AND ("research operations" OR "ResearchOps" OR "research repository")
Where to source
A
UXPA / IxDA Communitiesuxpa.org, ixda.org
RO
ResearchOps Communityresearchops.community
NN
NN/g Alumninngroup.com (cert holders)
M
Medium / Substack writersmedium.com (UX research tag)
GS
Google Scholar (HCI papers)scholar.google.com
Discord — User Research Academyuserresearchacademy.com
Recruiter screening questions
Tell me about a research project where the findings changed the team's plan.
StrongNames a clear hypothesis the team had, describes the method (e.g. 8 in-depth interviews + diary study), summarises the surprising finding, and explains how the roadmap actually changed. Acknowledges resistance encountered.
WeakDescribes a study with no follow-through. "We did the research and presented it." If you can't tie research to a decision, the work doesn't matter.
How do you decide between qualitative and quantitative methods?
Strong"Qual answers why, quant answers how many." Gives examples — interviews to discover motivations, survey to size the segment. Mentions mixed methods as a default for tough questions.
AveragePicks one and avoids the other. Most candidates default to qual.
A PM asks you to "do some research" with two days' notice for a launch. What do you do?
StrongClarifies what decision is at stake, then proposes a method that fits the timeline (e.g. 5-person guerrilla usability test, or unmoderated test on UserTesting). Pushes back if the question can't be answered well in two days. Doesn't refuse outright.
WeakEither refuses the request entirely ("research can't be rushed") or accepts without scoping the question.
Green flags & red flags
Green Flags
  • Background in HCI, psychology, anthropology, sociology
  • Has run both qual and quant studies
  • Mentions "research repository" or "atomic research"
  • Speaks about "research democratisation"
  • Can tie study findings to product decisions
  • Has published in journals or at conferences (CHI, IxD)
Red Flags
  • Treats research as "asking users what they want"
  • No examples of impact on the roadmap
  • Cannot explain a sample size or recruitment approach
  • Has only run surveys, never moderated interviews
  • Has confused "user testing" with "QA testing"
  • Resistant to ambiguity or lean methods

UX Writer / Content Designer

Also called: Product Content Designer, Content Strategist
Google Microsoft Shopify Spotify Atlassian Mailchimp
word craft
Hybrid: writer + designer
What they actually do

UX Writers (or Content Designers — most teams have moved to that title) are responsible for every word in a product. Button labels, error messages, onboarding emails, empty states ("Nothing here yet — add your first project"), and tooltips are all their work. The role exists because words are interface: a confusing button label can hurt adoption more than a bad colour choice.

In Plain English Anything you can read inside an app — that's a Content Designer's job. They write the world's tiniest, most-tested copy.
Skills & knowledge to look for

Writing portfolio. Public examples of microcopy, voice/tone guidelines, content patterns. Beware: a "writing portfolio" of essays is not the same as a content design portfolio.

Voice & tone frameworks. Mentions of Mailchimp Voice & Tone or "Plain English" / Plain Language guidelines.

Localisation awareness — content that translates well, doesn't rely on idioms.

Tools: Figma, Ditto, Frontitude, Lokalise, Strapi, Contentful.

Boolean search strings
Content Designer / UX Writer
("content designer" OR "UX writer" OR "product writer") AND ("voice and tone" OR microcopy) AND (Figma)
Senior Content Designer
("senior content designer" OR "content design lead") AND ("design system" OR "content patterns" OR "content strategy")
Recruiter screening questions
Show me a piece of microcopy you wrote that you're proud of. What was it replacing?
StrongTells the story of the original (often jargon-heavy or unclear) version, the user confusion it caused, the new version, and what improved (form completion rate, support tickets reduced).
WeakShows a clever piece of marketing copy with no user context.
How do you handle a designer who has already shipped a screen with poor copy?
StrongApproaches it as collaboration, not correction. Mentions content design getting in before the visuals are locked, pairing with the designer.

Design Systems Designer

Also called: DesignOps, Systems Designer, Senior Systems Designer
Adobe Atlassian Shopify IBM Google GitHub
infrastructure
Designers who build for designers
What they actually do

A Design Systems Designer maintains the company's "design system" — a library of reusable buttons, forms, colors, fonts, and patterns that all the other designers use to build screens. Famous examples: Google's Material, Adobe's Spectrum, Atlassian's Atlassian Design System, Shopify's Polaris, IBM's Carbon. Their work is rarely seen by users directly, but it makes the entire company's product feel consistent and ship faster.

In Plain English If product designers are chefs, the systems designer maintains the kitchen. Every utensil, every spice rack, every recipe card — they make sure the chefs have what they need to cook fast and consistently.
Skills & knowledge to look for

Component library architecture — variants, properties, slots, auto-layout in Figma.

Design tokens — colours, spacing, typography expressed as variables that map to code.

Documentation skills — they write a lot. Often have a public Storybook or ZeroHeight site.

Some technical familiarity — not coding, but understanding of HTML, CSS, React component props, accessibility (WCAG 2.1 AA).

Boolean search strings
Design Systems Designer
("design systems" OR "systems designer") AND ("design tokens" OR "component library") AND (Figma OR Storybook)
DesignOps
("DesignOps" OR "design operations") AND (Figma OR "design tooling")
Where to source
Storybook showcasestorybook.js.org/showcase
Z
ZeroHeight communityzeroheight.com
Design Systems Slackdesign.systems
GitHub design system reposgithub.com (search "design system")
III.

Delivery & Product Operations

The people who hold the team — and the calendar — together.

Plan · Coordinate · Ship

Scrum Master / Agile Coach

Also called: Delivery Manager, Iteration Manager, Agile Lead
SAP IBM Capital One JPMorgan Enterprise SaaS
facilitation
Process & team health
What they actually do

The Scrum Master is the team's process coach. They run the daily standup (15-minute morning check-in), facilitate sprint planning and retrospectives, remove "blockers" (anything stopping the team from making progress), and protect the team from being interrupted mid-sprint. The role originated in Scrum, an agile methodology, and has evolved into "Delivery Manager" or "Iteration Manager" titles in many modern companies.

In Plain English The Scrum Master is the team's referee and chief unblocker. They don't decide what gets built or how. They make sure the team can build it without distraction.
Skills & knowledge to look for

Certifications — CSM (Certified Scrum Master), PSM (Professional Scrum Master), SAFe SM, ICP-ACC. Many candidates hold several.

Facilitation skills — they run a lot of meetings and need to keep them focused.

Comfort with metrics — velocity, burndown charts, cycle time, lead time. Bonus for DORA metrics (deployment frequency, change failure rate).

Tools: Jira (essential), Azure DevOps, Miro, Confluence.

Soft skills: coaching, conflict resolution, servant leadership.

Boolean search strings
Standard Scrum Master
("scrum master" OR "agile coach" OR "delivery manager") AND ("CSM" OR "PSM" OR "SAFe") AND (Jira OR "Azure DevOps")
Senior Agile Coach
("agile coach" OR "enterprise agile") AND ("ICP-ACC" OR "SAFe SPC" OR "agile transformation")
Recruiter screening questions
A team member shows up late to standup three days in a row. How do you handle it?
StrongHas a private 1:1 first to understand context (timezone? caregiving? burnout?). Doesn't escalate to the manager immediately. Frames it as a team agreement issue, not a discipline issue.
Weak"I report it to the manager." Indicates a directive, not facilitative, style.
Your team's velocity has dropped for three sprints in a row. What do you do?
StrongDoesn't panic about velocity in isolation — investigates: was the work harder, are people on holiday, is technical debt accumulating? Talks to the team in a retro. Uses velocity as a conversation, not a weapon.
Weak"I push the team to commit to more points." Big red flag — velocity-as-target indicates poor agile understanding.

Business Analyst

Also called: Product BA, Systems Analyst, Requirements Analyst
Salesforce ecosystem Banks Insurance Healthcare SaaS SAP partners
requirements
Bridge between business & build
What they actually do

The Business Analyst is the requirements specialist. They sit with stakeholders (sales, finance, operations, customers), document what the business actually needs, and translate it into precise specs that engineers and PMs can act on. The BA role is most common in larger enterprises — banks, insurance companies, healthcare, government — where rules and compliance are complex. In modern startups, the PM often absorbs the BA's work.

In Plain English If the PM is the architect, the BA is the surveyor. They measure the land, document every constraint, and make sure the architect's plans fit reality.
Skills & knowledge to look for

Process modelling — BPMN, UML, flowcharts. Visio or Lucidchart skills.

Requirements documentation — Functional Requirements Documents (FRDs), Business Requirements Documents (BRDs), use cases, user stories.

SQL fluency — strong BAs can pull data themselves, not wait for analysts.

Domain expertise — banks want banking BAs, healthcare wants HIPAA-aware BAs.

Certifications: CBAP (Certified Business Analysis Professional), CCBA, IIBA-AAC, PMI-PBA.

Boolean search strings
Senior Business Analyst
("business analyst" OR "senior BA") AND ("requirements gathering" OR "BRD" OR "functional spec") AND (SQL OR Visio OR Lucidchart)
Domain BA — Finance
("business analyst") AND ("banking" OR "capital markets" OR "payments") AND (CBAP OR "agile")
Recruiter screening questions
Walk me through how you elicit requirements from a difficult stakeholder.
StrongDescribes preparation (reading existing docs first), workshop facilitation, asking "why" repeatedly to find root needs, and validating with mock-ups or process diagrams. Mentions stakeholder-specific styles.
Weak"I send them a template to fill out." Passive requirements gathering rarely works.

Product Operations Manager

Also called: ProductOps, Product Ops Lead
HubSpot Atlassian Notion Airtable Reddit
emerging role
~5 yrs old; high-growth orgs
What they actually do

Product Operations is a relatively new role. As product teams scale to 10, 50, or 200 PMs, someone needs to manage the system the product team uses to make decisions: which tools, which templates, which rituals. Product Ops standardises the PM playbook, manages tooling (Jira, Productboard, dashboards), runs quarterly planning, and handles the customer-feedback pipeline so PMs can focus on strategy.

In Plain English If your product team is a factory, Product Ops is the person who maintains the assembly line. They don't make the product — they make the product team faster and more consistent.
Skills & knowledge to look for

Operational mindset — past roles in ops, chief-of-staff, or program management.

Tooling fluency — admin-level knowledge of Jira, Productboard, Pendo, Mixpanel, Notion.

Data + analytics — building dashboards, automating reports, SQL skills.

Process design — quarterly planning, OKR rollouts, customer feedback loops.

Boolean search strings
Product Operations
("product operations" OR "product ops") AND ("customer feedback" OR "voice of customer" OR "OKRs")
Adjacent Pivot Candidates
("chief of staff" OR "business operations" OR "program manager") AND ("product") AND ("SaaS")

QA / Quality Engineer

Also called: SDET, Test Engineer, QA Automation Engineer
Most product cos. Atlassian Microsoft Workday
build & verify
Manual + automation tracks
What they actually do

A QA Engineer's job is to find problems before users do. There are two main flavours: Manual QA (clicks through every screen, follows test plans, reports bugs) and QA Automation / SDET (writes code that automatically tests every version of the product before it ships). Modern product teams increasingly hire SDETs (Software Development Engineer in Test), who write automated test suites in code.

In Plain English QA engineers are the team's professional bug-finders. They are paid to break the product on purpose, in every weird way they can imagine, before a real customer does.
Skills & knowledge to look for

Manual QA: test plan writing, bug reporting, regression testing, TestRail, Zephyr.

Automation QA: Selenium, Playwright, Cypress, Appium (for mobile), Postman (for APIs), some Python or JavaScript. Familiarity with CI/CD (Jenkins, GitHub Actions).

Performance & load testing: JMeter, k6, Gatling.

ISTQB certification is common in larger orgs.

Boolean search strings
QA Automation Engineer
("QA automation" OR "SDET" OR "test automation") AND (Selenium OR Cypress OR Playwright) AND (Java OR Python OR JavaScript)
Mobile QA
("mobile QA" OR "mobile test") AND (Appium OR XCUITest OR Espresso)
Performance Engineer
("performance testing" OR "load testing") AND (JMeter OR k6 OR Gatling)

Product Analyst / Data Analyst (Product)

Also called: Growth Analyst, Senior Product Analyst
Spotify Airbnb Booking.com Duolingo DoorDash
data partner
Embedded with the product team
What they actually do

The Product Analyst is the PM's partner in numbers. They build dashboards that show how the product is being used, design and analyse A/B tests (experiments where users are randomly shown one of two versions of a feature), find unexpected patterns in usage data, and tell the team whether what they shipped actually moved the needle. They report to the data org but spend most of their time embedded with a product team.

In Plain English If the Product Manager is the chef, the Product Analyst is the food critic — the one who tells you whether the customers actually liked the meal.
Skills & knowledge to look for

SQL is non-negotiable. Strong analysts can write complex queries in their sleep.

Statistics: A/B test design, p-values, confidence intervals, sample sizing, statistical power. Look for mentions of "statistical significance," "Bayesian methods," "novelty effects."

BI tools: Looker, Tableau, Mode, Hex, Amplitude, Mixpanel.

Programming: Python (Pandas, NumPy) or R, especially for senior roles.

Storytelling: the analyst's findings have to influence decisions. Communication skills matter as much as math.

Boolean search strings
Product Analyst
("product analyst" OR "growth analyst" OR "data analyst") AND (SQL) AND ("A/B testing" OR "experimentation") AND (Looker OR Tableau OR Mode OR Mixpanel OR Amplitude)
Senior Analyst — Quant Methods
("senior data analyst" OR "product analyst") AND (Python OR R) AND ("causal inference" OR "experimentation" OR "Bayesian")
Where to source beyond LinkedIn
K
Kagglekaggle.com (notebooks & competitions)
GitHub data reposgithub.com (analytics projects)
SO
Stack Overflow tagsSQL, A/B testing, statistics
DS
DataTalks.Club / Locally Optimisticcommunity blogs & Slacks

Engineering Manager (in Product Context)

Also called: EM, Tech Lead Manager (TLM)
All product cos. Stripe Shopify Atlassian Spotify
people leader
PM's partner-in-crime
What they actually do

The Engineering Manager (EM) is the leader of an engineering "squad" — typically 5–10 engineers. They hire and develop their team, manage performance, set technical direction (often together with a Tech Lead), and pair with the Product Manager to plan and execute the roadmap. Many EMs are former senior engineers who decided they enjoy growing people more than writing code. The PM:EM partnership is the most important relationship in modern product teams.

In Plain English The EM is the engineering team's coach and HR. The PM brings the "what." The EM brings the "how" and the "who."
Skills & knowledge to look for

Engineering background — most EMs were once senior ICs (individual contributors).

People management — 1:1s, performance reviews, hiring loops, career-pathing.

Project planning — quarterly planning, capacity modelling, dependency mapping.

Stakeholder management — partnering with PM, design, executives.

Technical depth — varies by company. Some EMs still code (10–20% of the time); others are full-time managers.

Recruiter screening questions
How did you handle the most difficult 1:1 you've ever run?
StrongTells a real story of a performance issue, a re-org, or a personal struggle a team member was going through. Mentions listening, clarifying, and a humane outcome. Doesn't blame the team member.
WeakCannot remember a difficult 1:1, or describes one that was difficult because of "the team member's attitude."
Tell me about a time you disagreed with your PM on priorities.
StrongDescribes how they sought common ground, often by re-anchoring on user impact or technical risk. Mentions the PM's perspective with respect.
Weak"PMs don't understand engineering, so I usually just push back." Adversarial framing.
How do you measure if your team is healthy?
StrongMixes hard metrics (DORA, on-call burden, attrition, hiring velocity) with soft signals (energy in retros, voluntary collaboration, candor in 1:1s).
WeakUses only hard metrics, or only soft. Both blind spots are problematic.
Section 06 · Toolbelt

The tools product teams actually use

When you see these names on a résumé, you'll know what they mean, what they're used for, and which roles touch them. Each tool below has hand-picked tutorial videos so you can build a faster, sharper mental picture before your next intake call.

Figma

Collaborative design & prototyping · used by every Product Designer, most PMs, and many Engineers

Figma is the digital whiteboard where the product is drawn before it gets built. Designers use it to mock up screens, run live brainstorms, and click through interactive prototypes. It runs in a browser, so the whole team can be in the same file at once — like Google Docs but for design.

What to look for on a résumé: "Figma," "FigJam" (their whiteboard tool), "Auto Layout," "Variants," "Components," "Design Systems in Figma."

Jira

Issue tracking & sprint management · the spreadsheet-on-steroids most engineering teams live in

Jira is where the work lives. Every feature, bug, and task is a "ticket" in Jira. Teams group those tickets into sprints (usually two-week chunks of work), drag them across columns labelled To Do · In Progress · Done, and run reports off the data. Made by Atlassian.

What to look for on a résumé: "Jira," "Confluence" (the matching wiki tool), "Atlassian," "JQL" (Jira's query language — a senior signal), "Scrum / Kanban in Jira."

Notion

Internal wiki, docs & lightweight project management · used by PMs, Designers, and Ops

Notion is part Google Doc, part wiki, part database. PMs write product specs in it. Designers post research findings. Ops teams track OKRs and onboarding checklists. Many startups use Notion instead of Confluence because it's simpler and prettier.

What to look for on a résumé: "Notion," "Notion databases," "PRD in Notion," "wiki / knowledge base management."

Mixpanel · Amplitude · Heap

Product analytics platforms · used by PMs, Product Analysts, and growth teams

These three tools all do the same job: track what users do inside a product. They count things like "how many people clicked Sign Up," "how many finished onboarding," and "how often do paying users come back each week." PMs use them to decide what to build next; Analysts use them to find drop-off points in the user journey.

What to look for on a résumé: "Mixpanel," "Amplitude," "Heap," "Pendo," "funnels," "cohort analysis," "retention curves," "event tracking."

SQL

The query language for databases · expected from Product Analysts, increasingly from PMs and Designers too

SQL (pronounced "sequel") is how you ask a database a question. Instead of clicking through a dashboard, the analyst writes a few lines that say "give me every user who signed up last month and made a purchase." It is the most common technical skill outside of engineering, and the bar for "knows SQL" is lower than people think.

What to look for on a résumé: "SQL," "BigQuery," "Snowflake," "Redshift," "Postgres," "joins," "window functions" (a senior signal), "dbt" (data engineering adjacent).

Miro · FigJam · Mural

Online whiteboards · used in workshops, retros, journey mapping, and design sprints

These are infinite digital whiteboards covered in sticky notes. Teams use them for brainstorming, customer journey maps, retrospective meetings, and any kind of workshop where you'd normally fill a wall with Post-its. Researchers and Designers live in these.

What to look for on a résumé: "Miro," "FigJam," "Mural," "facilitation," "design sprints," "journey mapping," "affinity diagramming."

Linear

Modern issue tracker · increasingly replacing Jira at startups

Linear is what teams pick when they think Jira is too heavy. Same idea — tickets, sprints, projects — but stripped down and keyboard-fast. If a candidate mentions Linear, it's a small signal they've worked at a startup or a design-conscious team.

What to look for on a résumé: "Linear," "cycles" (Linear's word for sprints), "triage."

Productboard · Aha! · Roadmunk

Roadmap & feature-prioritization tools · the Product Manager's planning surface

These tools help PMs collect feature requests from sales, support, and customers, then score and prioritize them into a public-facing roadmap. They sit one layer above Jira: Productboard answers "what should we build?", Jira answers "how is the build going?"

What to look for on a résumé: "Productboard," "Aha!," "Roadmunk," "feature prioritization," "roadmap ownership," "RICE / WSJF" (scoring frameworks).

UserTesting · Lookback · Dovetail

User research & insight platforms · the UX Researcher's core stack

These platforms help teams talk to real users. UserTesting recruits participants and records them using your product. Lookback hosts the live interview. Dovetail is where researchers tag, organize, and synthesize all the recorded clips into themes the team can act on.

What to look for on a résumé: "UserTesting," "Lookback," "Dovetail," "Maze" (unmoderated testing), "thematic analysis," "research repository."

Looker · Tableau · Power BI

Business intelligence dashboards · used by Analysts, Data PMs, and execs reading reports

These tools take rows of database data and turn them into charts and dashboards anyone can read. Where Mixpanel/Amplitude focus on user-event data, BI tools handle everything — finance, support tickets, supply chain, sales pipeline. Most companies use one of these three.

What to look for on a résumé: "Looker," "LookML" (its modeling language — a strong signal), "Tableau," "Power BI," "data visualization," "dashboarding."

Storybook

UI component library tool · used by Design Systems Designers and Frontend Engineers together

Storybook is a living catalogue of every reusable UI piece a product uses — every button, dropdown, modal — shown in isolation so teams can see, test, and document them. If a candidate mentions Storybook, they've probably worked closely with engineers on a real design system, not just mockups in Figma.

What to look for on a résumé: "Storybook," "design system documentation," "component library," "design tokens."

Confluence

Atlassian's wiki · where many enterprise teams write specs and meeting notes

Confluence is the document side of the Atlassian world — Jira's quieter sibling. Companies use it for product specs, engineering RFCs, runbooks, and onboarding docs. If you see "Jira + Confluence" together, it almost always means an enterprise environment.

What to look for on a résumé: "Confluence," "PRDs in Confluence," "RFC author," "wiki ownership."

Section 07 · Sourcing

Where to find product talent — beyond LinkedIn

LinkedIn is fine for first-pass searches, but the strongest candidates often live in communities. The platforms below are where product people read, post, and prove their work. Each entry includes how to actually search there — not just what it is.

GitHub
github.com
The world's largest code-and-collaboration platform. Useful for product roles too — many PMs, Designers, and TPMs contribute to public repos, open issues, or maintain open-source projects. A GitHub profile with real activity is one of the strongest credibility signals you can ask a candidate to share.
How to search effectively

Use Google site search: site:github.com "product manager" "PRD" · site:github.com "design system" location:london. Also browse Trending repositories for currently-hot projects, then look at top contributors. For UX work, search for repos containing words like "component-library," "storybook," or "design-tokens."

Dribbble
dribbble.com
A visual portfolio platform where designers post "shots" — bite-sized snapshots of their work. Strongest for UI Designers and Visual Designers. Less common for UX Researchers or Content Designers.
How to search effectively

Filter by availability for hire and location. Hiring filter is the single most useful tool here. Search by tag — SaaS, Mobile App, Dashboard — to find designers in your specific product space. Cross-check candidates' Dribbble profiles against their portfolio site for depth.

Behance
behance.net
Adobe's portfolio platform. Where designers post longer, case-study-style projects — usually a full storyline of a problem, the process, and the final design. Strong for Product Designers, Brand Designers, and Illustrators.
How to search effectively

Filter by creative field (UI/UX, Web Design, Mobile) and tools used (Figma, Sketch, Adobe XD). Use the "available for hire" toggle. Behance projects show a process arc — that's better evidence than a polished dribbble shot.

Figma Community
figma.com/community
A directory of public Figma files designers share with the world — design system kits, plugin source files, icon sets. Top contributors are well-respected in the design community and often available for senior roles.
How to search effectively

Browse top creators. Search for files in your domain — fintech ui kit, design tokens, onboarding flow. Click the creator profile, then their personal site or LinkedIn from there. Many Figma plugin authors are mid-to-senior designers with deep system thinking.

cv
Read.cv
read.cv
A clean, minimalist résumé platform popular with designers, design engineers, and Stripe-adjacent product folks. Many candidates here keep their LinkedIn quiet but their Read.cv polished.
How to search effectively

Use Google: site:read.cv "product designer" "design system". Search by city: site:read.cv "based in Berlin" designer. The platform's profiles list past companies clearly, so this becomes a useful enumeration source.

Cofolios
cofolios.com
A curated gallery of standout student and early-career design portfolios — the people who got into top product design programs and got hired at Big Tech as juniors. Useful for entry-level and new-grad design pipelines.
How to search effectively

Browse by school (Carnegie Mellon, RISD, ArtCenter, NID, etc.) and by company offer. The site filters by where students went after graduation — so you can find candidates with similar offer trajectories to roles you're filling.

Kaggle
kaggle.com
A data-science competition platform. Useful for sourcing Product Analysts, Data PMs, and growth-engineering candidates. Profile pages show medals, ranks, and notebooks — essentially a verified track record of analytical work.
How to search effectively

Browse the Discussions tab and the leaderboard for recent competitions. "Kaggle Master" and "Grandmaster" badges are objective skill signals. Click into a notebook, then to the author's profile, then to their LinkedIn or portfolio link.

Hugging Face
huggingface.co
The home of the open-source AI community. Increasingly relevant for AI Product Managers, ML PMs, and anyone hiring for product roles at AI-first companies. Profiles show models published, datasets contributed, and Spaces (live demos) shipped.
How to search effectively

Browse Spaces for live demos and find their authors. The Models page lists trending uploads — top contributors there are deeply technical. For AI-PM roles, look in their forums and discussion tabs for non-engineer participants who clearly understand the field.

Mind the Product
mindtheproduct.com
The largest community of Product Managers in the world. They run conferences (#mtpcon), publish articles, and host an active Slack with thousands of working PMs. Members include senior PMs, CPOs, and consultants.
How to search effectively

Search the article archive for authors writing on topics relevant to your role (e.g., "B2B onboarding" or "product-led growth"). Authors often link to their LinkedIn. The free Slack workspace has channels by region and seniority — good for warm-intro sourcing.

L
Lenny's Newsletter
lennysnewsletter.com
The most-read newsletter in the product world, written by ex-Airbnb PM Lenny Rachitsky. Has a paid Slack community and a job board. The reader base skews to senior PMs at top consumer and B2B SaaS companies.
How to search effectively

The job board itself ("Lenny's Talent Collective") is a closed network — applicants pre-vet themselves. Reading interview guests on the podcast also tells you exactly who the senior PM thought leaders are at any moment.

Product Hunt
producthunt.com
A daily launch board for new products. Most makers (founders, PMs, indie hackers) post their own launches. Useful for finding scrappy, end-to-end builders who can both ship and tell a product story.
How to search effectively

Browse Top of the Day / Week / Month and look at the Maker profile of each launch. Many makers list themselves as available for hire, advisory roles, or consulting. Particularly strong for product-marketing and 0-to-1 PM hires.

X / Twitter — #DesignTwitter, #PMTwitter
twitter.com / x.com
Despite all the noise, Twitter is still where many senior product folks publicly think out loud. Threads on product strategy, design critique, and analytics rabbit-holes are a window into how someone reasons in real time.
How to search effectively

Use Twitter advanced search: ("product manager" OR "PM") "looking for" min_faves:20. Follow conference hashtags (#mtpcon, #configdesign). Lists curated by respected PMs (e.g., "PMs I trust") are gold mines.

Reddit communities
reddit.com/r/ProductManagement, r/userexperience, r/UXDesign
Honest, anonymous, sometimes brutal — but a goldmine of real career conversations. Helpful for understanding what candidates in a role actually complain about, salaries, and what tools/companies are trending.
How to search effectively

Use Google: site:reddit.com r/userexperience portfolio review. The "Portfolio Review" weekly threads on r/UXDesign let you see real candidates posting work for critique. You can DM contributors whose portfolios stand out.

Y
Hacker News — "Who's Hiring" / "Who Wants to Be Hired"
news.ycombinator.com
A monthly thread on Hacker News (1st of every month) where companies post jobs and individuals post "who wants to be hired" mini-bios. Skews technical and senior, with strong representation from YC alumni and ex-FAANG folks.
How to search effectively

Use the third-party search at hnhiring.com. Filter by remote, by skill ("React"/"Figma"/"product"), and by geography. The "who wants to be hired" thread is reverse-recruiting — candidates self-describe ideal roles, which is rare gold.

Medium · Substack newsletters
medium.com · substack.com
Long-form writing platforms where senior product folks publish essays. Reading someone's last three Medium posts often tells you more about how they think than thirty minutes on a phone screen.
How to search effectively

Search top product publications: UX Collective, Product Coalition, The Product Manager's Toolkit. On Substack, look at "Recommended by" sections — Substack writers cross-promote others in their niche, which surfaces a tight network of similar voices.

Discord & Slack communities
Mind the Product Slack · Designer Hangout · Friends of Figma · Research Ops
The real workhorses of product community life. Most are free to join after a quick intake. Members are working professionals — many actively share roles they're hiring for, or themselves looking for.
How to search effectively

Join Designer Hangout (UX), Friends of Figma (city-by-city design chapters), Mind the Product Slack (PMs by region), Research Ops Community (researchers). Most have #jobs and #introductions channels. Focus on the latter — recently introduced members are the warmest leads.

Stack Overflow Talent
stackoverflow.co/talent
Mostly engineering-skewed, but useful for hiring Product Analysts, Data PMs, and TPMs. Reputation badges are a sortable, objective skill signal — useful complement to LinkedIn for quantitative-leaning roles.
How to search effectively

Search by tag (sql, tableau, product-management) plus location. High-reputation users in your tech stack are often quietly open to product-adjacent moves.

Section 08 · Screening Methods

Eight screening methods, eight different signals

Each method below tests a different muscle. Knowing which one to suggest to a hiring manager — and what a good answer looks like before the loop — is what separates a fast recruiter from a great one.

01

Portfolio Review

Best for: Product Designer, UX Researcher, UX Writer, Design Systems Designer, Product Marketing Manager.

Candidate walks the panel through 1–3 past projects in 45 minutes. The work itself is the artifact under review.

What to look for: Story arc — problem, exploration, decisions, outcome. Self-awareness about what didn't work. Evidence of collaboration (engineers, PMs, researchers named). Numbers if possible — "increased completion rate from 41% to 67%."

Red flag: Only finished, polished pixels with no process; cannot answer "what would you change now?"; uses "we" without distinguishing personal contribution.

02

Take-Home Design or PM Exercise

Best for: Product Designer, Product Manager, Product Analyst.

Candidate gets a brief (1–4 hours of work) and produces a deliverable — a redesign, a PRD, a metrics dashboard, an A/B test plan.

What to look for: How they framed the problem (or pushed back on it). Trade-offs explicitly named. Constraints respected. Documentation of assumptions. Polish appropriate to the time given — over-polish suggests poor scoping; under-polish suggests low investment.

Red flag: Take-homes that look outsourced or AI-generated; no trace of personal voice; missing the actual question and answering an easier adjacent one.

03

App Critique / Design Review

Best for: Product Designer, UX Researcher, PM (Design-fluent).

"Open Spotify (or any app). Walk us through what's working, what's not, and what you'd change first." 30–45 minutes, live.

What to look for: Empathy with non-power-users. Awareness of business model (a free-tier user critique is different from a paid-tier critique). Distinguishes opinion ("I personally don't like this") from evidence-based concern ("this hides the cancellation flow, which probably hurts trust"). Suggests which to fix first and why.

Red flag: Pure aesthetic complaints. Missing accessibility, no mention of users different from themselves. Doesn't distinguish symptom from cause.

04

Structured Behavioural Interview

Best for: All product roles, especially management (EM, Group PM, Director).

Set list of behavioural questions ("tell me about a time you …") asked the same way to every candidate, scored against a rubric. Reduces bias and makes candidates comparable.

What to look for: Specificity — names, dates, numbers. The STAR pattern (Situation, Task, Action, Result) is fine but not a requirement. Self-reflection on what they'd do differently. Stories where they were not the hero.

Red flag: Vague stories ("we did a thing and it worked"). Stories where they're always right and others are always wrong. Inability to give a story for a question — usually means they haven't done the work.

05

Product Sense / Case Study Interview

Best for: Product Manager, Group PM, Product Marketing Manager.

Open-ended live problem: "Design a product for X user. Walk me through how you'd think about it." 45 minutes of structured improvisation.

What to look for: Clarifies scope first ("when you say 'design,' do you mean an MVP or a full product line?"). Names a target user before naming features. Picks one path and goes deep instead of listing 10 ideas shallowly. Sanity-checks for business viability and edge cases.

Red flag: Jumps straight to features. Cannot pick a user persona. Lists ideas without prioritizing them. Ignores trade-offs.

06

Analytics or SQL Exercise

Best for: Product Analyst, Data PM, Growth PM.

Either a SQL test (write a query that answers a business question) or a metrics-design problem ("our retention dropped 8% — what would you investigate first?").

What to look for: Asks for context before writing code. States their assumptions out loud. Builds intuition before precision — sketches the answer, then writes the query. Knows what a sensible result looks like, so they spot bad data before reporting it.

Red flag: Goes straight to syntax without asking what the question means. Cannot defend why a metric matters. Confuses correlation with causation in their answer.

07

System / Process Design Exercise

Best for: Engineering Manager, Scrum Master, Product Operations Manager, TPM.

"Design the on-call process for a 12-engineer team across three time zones." Or "Walk us through how you'd run a quarterly planning cycle for 50 engineers." Whiteboard or doc-based.

What to look for: Starts with goals, not tools. Names the trade-offs (e.g., "fewer rotations means fairer rest but slower response"). Considers humans, not just process. Acknowledges what they'd monitor after launching the process to know if it's working.

Red flag: Recites a methodology by name without adapting it. No mention of communication, escalation, or what happens when the process breaks.

08

Reference Checks (Done Well)

Best for: Every role above mid-level. Often skipped or done poorly.

Talk to two former managers and two former direct reports/peers. 20 minutes each, structured questions.

What to look for: Behavioural specifics ("can you describe a time when …?"). Pattern-match across references — if three out of four mention the same blind spot, it's real. Comparative framing — "How would you rank them in your top tier of PMs / Designers you've managed?"

Red flag: Reference is over-rehearsed; volunteers only marketing language. Reference mentions the candidate would not let them be contacted by certain past managers. Vague answers to specific behavioural questions.

Section 09 · Glossary

The product jargon decoder

If you've ever nodded along in an intake call wondering what "MVP" or "JTBD" actually means, this section is for you. These are the twenty-two terms most likely to appear in a job description for any product role.

PRD
Product Requirements Document. The PM's spec — what we're building, why, for whom, and what "done" looks like. Usually a Notion or Confluence page.
MVP
Minimum Viable Product. The smallest version of an idea that proves whether users actually want it. Famous for being smaller than people expect.
Sprint
A fixed chunk of work, usually two weeks. The team commits to a list of tickets at the start, and demos the result at the end.
Backlog
The prioritized list of all work the team could do. Lives in Jira/Linear. The PM is usually the owner of order; engineers own estimates.
Stand-up
A daily 15-minute team meeting. Three questions: what did I do, what will I do, what's blocking me. Often slack-async at remote teams.
Retro / Retrospective
End-of-sprint meeting where the team discusses what went well, what didn't, and what to change. Usually facilitated by the Scrum Master or EM.
Burndown
A chart showing how much sprint work remains over time. A flat line near the end is a warning sign; a steep cliff usually means tickets weren't sized.
OKR
Objectives and Key Results. A goal-setting framework: Objective = what we want, Key Results = how we'd measure that we got it. Quarterly cadence is most common.
North Star Metric
The single number a team agrees most reflects user value. Spotify's might be hours streamed; Airbnb's might be nights booked. Roadmap items get judged against it.
NPS
Net Promoter Score. A 0-to-10 survey question — "would you recommend us?" — averaged into a single number. Loved by execs, debated by researchers.
Activation
The moment a new user reaches their first "aha" — first message sent, first invoice generated, first playlist created. Activation rate is one of the top three growth metrics.
Retention
The percentage of users who come back after some interval — Day 1, Day 7, Day 30. The most reliable signal of whether a product is genuinely useful.
Churn
The opposite of retention — users (or paying customers) who stop using or paying. Often expressed monthly; B2B SaaS targets <1–2% monthly.
A/B Test
An experiment where half the users see version A, half see version B, and the team measures which performs better. Run by Analysts, designed by PMs.
Feature Flag
A switch in code that turns a feature on or off without redeploying. Lets teams ship to engineering and release to users separately. Tools: LaunchDarkly, Split.io.
Persona
A composite "fake person" that represents a target user segment — name, age, role, goals, frustrations. Used to keep the team aligned on who they're designing for.
JTBD
Jobs to be Done. A framing technique: "When [situation], I want to [motivation], so I can [outcome]." Replaces persona-thinking in many modern teams.
User Story
A short ticket-shaped description of a feature from the user's view. Format: "As a [user], I want [action], so that [benefit]." Lives in Jira/Linear.
Information Architecture (IA)
The structure of a product's content — menu hierarchy, page categories, navigation. Done badly, users can't find anything. Done well, no one notices it exists.
Design Token
A named, reusable design value — colour-primary-500 = #0057FF, spacing-md = 16px. Tokens let designers and engineers share one source of truth.
Heuristic Evaluation
A structured UX critique against a checklist (e.g., Nielsen's 10 heuristics). Cheap, fast alternative to full user testing. Often a quick screening exercise.
DAU / MAU / WAU
Daily / Monthly / Weekly Active Users. The denominator behind most product metrics. Stickiness ratio (DAU÷MAU) is a quick health check.
Trademark, copyright & attribution notice

All product names, brand logos, company names, and trademarks referenced in this guide — including but not limited to Adobe, Figma, FigJam, Atlassian, Jira, Confluence, Notion, Linear, Productboard, Aha!, Mixpanel, Amplitude, Heap, Pendo, Looker, Tableau, Power BI, Storybook, UserTesting, Dovetail, Lookback, Maze, Miro, Mural, GitHub, Dribbble, Behance, Read.cv, Cofolios, Kaggle, Hugging Face, Mind the Product, Lenny's Newsletter, Product Hunt, Hacker News, Y Combinator, Stack Overflow, Reddit, Medium, Substack, Discord, Slack, X / Twitter, YouTube, and Google — are the property of their respective owners and are used here strictly for educational, descriptive, and reference purposes.

YouTube channel names, links, and approximate subscriber counts referenced in the Tools Showcase are provided for educational reference only. Subscriber counts are estimates at the time of writing and are subject to change. This guide is not affiliated with, endorsed by, or sponsored by any of the channels, creators, platforms, or companies named. All linked YouTube content remains the property of the respective creators and platform.

The screening questions, sourcing strategies, and Boolean templates included in this guide are original recruiter-craft material. You are welcome to adapt them for your own work. Please do not republish or sell this guide commercially without permission. For questions, corrections, or suggestions, reach out to the author on LinkedIn at linkedin.com/in/jollypaily.

This guide is provided "as is" with no warranties of any kind. Salary ranges, role definitions, and tool popularity all change quickly in this field — treat this volume as a starting point, not a final answer. Always validate your understanding with the hiring manager and current candidates in your market.