What is PeopleAnalyst?

PeopleAnalyst is the front door for people-analytics research: 205+ works indexed and profiled, 40+ citation-grade findings extracted, and peer-reviewed behavioral science translated from academic to actionable — the missing manual for the people analytics you always meant to do.

What is people analytics?

People analytics is not a dashboard. It is behavioral science and statistical inference applied to workforce decisions — a discipline with its own methodology, spanning measurement, organizational design, talent, leadership, and analytics craft.

Why does AI in HR need measurement science?

AI is being deployed in high-stakes people decisions — hiring, performance, attrition — without the measurement science to evaluate whether it works or whom it harms. Construct validity, effect sizes, and criterion validity are the vocabulary for asking an AI vendor the right questions.

How is the research made accessible?

The evidence is indexed and searchable: 205+ works, 40+ citation-grade insight cards, and 8 research arcs, so the right finding reaches the right decision at the right time.

What separates good people measurement from assertion?

Good measurement has a method: construct validity, reliability, and effect-size interpretation are not optional — they are what separates evidence from assertion.

library / libd5101b52cd0f3cd1

Epic Content Marketing: Break through the Clutter with a Different Story

Joe Pulizzi, Brian Piper · 2013

In a sentence

A comprehensive guide to building loyal audiences and growing a business by consistently creating and distributing valuable, differentiated content rather than interrupting people with product-centric advertising.

Epic Content Marketing (2nd edition) by Joe Pulizzi and Brian Piper is the definitive playbook for marketers and content entrepreneurs who want to break through clutter by telling a different story. Rather than pitching products, the book teaches you to attract, build, and retain an audience by becoming the leading informational expert in a narrowly defined niche, then monetizing that owned audience through both direct and indirect revenue. It walks readers through the full content marketing lifecycle: defining your sweet spot and content tilt, building audience personas and engagement cycles, crafting a content marketing mission statement, managing the content creation process, choosing platforms you own, promoting across rented social channels, measuring return on objective, and optimizing with data, AI, and machine learning. The fully updated edition adds entirely new material on the creator economy, community and superfans, buying and selling media companies, and Web3 technologies like social tokens, NFTs, and the metaverse — making it relevant for everyone from solo content entrepreneurs to Fortune 500 CMOs.

The four lenses

Science
Statistics
Systems
Strategy

The model

A causal model in which design levers (niche/tilt, mission, consistency, owned platform, promotion) drive psychological and behavioral audience states (attention, trust, engagement, subscription, community) that in turn produce business outcomes (audience size, revenue, retention, exit value).

Content Niche and Tiltdesign lever

The narrowly defined content area (sweet spot) plus the differentiation factor (tilt) where the business can credibly become the leading informational expert with little to no competition.

Content Marketing Mission Statementdesign lever

A clearly articulated statement defining the core audience target, the content delivered, and the outcome for the audience, used as a filter for all content decisions and to align contributors.

Content Consistency and Qualitydesign lever

The reliable, on-time delivery of best-of-breed, valuable, differentiated content that fills an unmet audience need with a human voice and clear point of view, sustained over a long period.

Owned Content Platformdesign lever

A content platform (website, blog, newsletter) that the business controls and owns the data for, serving as the hub-and-spoke center of gravity rather than rented social land.

Content Promotion and Distributiondesign lever

The deliberate marketing of content through SEO, social channels, syndication, repurposing, brandscaping, and influencer engagement to extend reach and drive audience to owned platforms.

Engagement Cycle Fitcontextual condition

The degree to which content is mapped to audience personas and delivered at the right buying-cycle stage via the content segmentation grid, ensuring relevant content at the right time.

Audience Attentionpsychological state

The psychological state of prospects noticing, reading, watching, or listening to content that cuts through clutter because it is valuable, compelling, or entertaining to them.

Audience Trust and Authoritypsychological state

The audience's perception of the brand or creator as a credible, authoritative, trustworthy expert whose information is valued and acted upon.

Audience Engagementbehavioral pattern

The behavioral pattern of consuming, sharing, commenting on, and returning to content across channels, indicating active involvement beyond passive consumption.

Subscription (Owned Audience)behavioral pattern

The behavioral act of opting in to receive content (email, newsletter, podcast, membership), converting passersby into an owned, controllable audience that is the central metric and goal.

Community and Superfansbehavioral pattern

The deepened relationship in which engaged audience members become a connected community and superfans who promote content, advocate for the brand, and contribute value.

Business Outcomes and Revenueoutcome metric

The ultimate results of the model: increased sales, leads, cost savings, customer retention, direct media revenue, and ultimately enterprise/exit value driven by the loyal audience.

How they connect

niche tilt → predicts audience attention
mission statement → influences content consistency
content consistency → predicts audience attention
content consistency → predicts audience trust
audience attention → predicts audience engagement
audience trust → predicts subscription
audience engagement → predicts subscription
owned platform → predicts subscription
content promotion → predicts audience attention
engagement cycle fit → moderates subscription
subscription → predicts community superfans
subscription → predicts business outcomes
community superfans → predicts business outcomes
audience trust → influences business outcomes

A candidate measure

Epic Content Marketing: Break through the Clutter with a Different Story — derived measurement candidates

Content Niche and Tilt

Niche statement presence; Search trend uniqueness score; Competitor content density; Share of voice in niche

self-report suitability: medium

Content Marketing Mission Statement

Presence/completeness score; Contributor awareness rate; Content-decision alignment rate

self-report suitability: high

Content Consistency and Quality

Publishing frequency; Calendar adherence rate; Quality rubric scores; Distinctiveness of voice

self-report suitability: medium

Owned Content Platform

Owned vs rented audience ratio; First-party data records; Email list size

self-report suitability: high

Content Promotion and Distribution

Referral traffic by channel (UTM); Share counts; Organic search rankings; Backlinks/influencer mentions

self-report suitability: medium

Engagement Cycle Fit

Persona coverage %; Funnel-stage coverage %; Content gap count

self-report suitability: medium

Audience Attention

Page views; Video/document views; Downloads; Average time on content

self-report suitability: low

Audience Trust and Authority

Trust/authority survey scores; Net promoter score; Reviews/testimonials; Backlink authority (EAT signals)

self-report suitability: high

Audience Engagement

Shares/likes/retweets; Comments; Returning visitor ratio; Click-through rate

self-report suitability: low

Subscription (Owned Audience)

Subscriber count; Opt-in conversion rate; Net subscriber growth per period

self-report suitability: low

Community and Superfans

Community member count; Referral/advocacy acts; Token holders; Repeat high-value participation

self-report suitability: medium

Business Outcomes and Revenue

Revenue; Lead conversion rate; Retention/renewal rate; Profit margin; Company valuation/sale price

self-report suitability: low

Run the assessment

The story

The reader A marketer, business owner, or content entrepreneur who wants to grow their business by attracting and retaining a loyal audience.

External problem

Their content and marketing is lost in an overwhelming clutter of 10,000+ daily messages and isn't driving sales, leads, or retention.

Internal problem

They feel overwhelmed, uncertain whether their content matters, and afraid they're wasting time and resources without a clear plan.

Philosophical problem

It's just wrong to keep interrupting and selling at people who don't care about your products; marketing should serve the customer first.

The plan

Define your sweet spot, niche, and content tilt.
Build audience personas and map the engagement cycle.
Write a content marketing mission statement.
Build and manage an editorial process on an owned platform.
Promote across rented channels and optimize with data and AI.
Build community and superfans, then monetize, sell, or acquire.

Success

You become the trusted, go-to information source in your niche.
You own a loyal audience of subscribers you can sell to repeatedly.
Your business grows through both direct and indirect revenue, with the option to sell for millions.

At stake

Your content remains ignored clutter that no one would miss.
You stay overweight in expensive paid media with diminishing returns.
Competitors and smaller creators steal your audience's attention and you miss the disruption opportunity.

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