Head of Applied AI, Marketing Data Science

Posted Yesterday
Be an Early Applicant
4 Locations
Remote or Hybrid
180K-180K Annually
Senior level
Agency • Digital Media • eCommerce • Social Media
Darkroom is a vertically integrated digital agency pioneering the next generation of consumer-facing brands.
The Role
Lead design of analytical models, metrics, and schemas that power an AI marketing orchestration layer. Translate marketer intuition into rigorous, production-ready metric models, partner with data engineering and AI teams to build pipelines and agent skills, and ensure metric accuracy for decisioning across paid and owned channels.
Summary Generated by Built In
What we're building

We're empowering small teams with technology that makes it easier to market and grow businesses. Our current focus is to help consumer brands shift from "workflow automation" to "agent management" within their marketing operations. Shadow is the AI coordination layer — providing shared AI memory, centralized agent control, and model orchestration for marketing teams.

Why join Shadow?
  • Product Ownership You'll ship production code daily and help steer key product and technical decisions.

  • Shape the Engineering Culture You'll influence how we work—tools, processes, standards, and hiring.

  • Work with Challenger Consumer Brands Talk directly to customers (CEOs, CMOs, VP's) of fast-growing consumer brands—some doing $80M–$500M in revenue.

The agency behind the product

Shadow is built alongside Darkroom — a performance marketing agency that's been operating for 10 years, employs 100+ people, runs 100+ clients at a time, and has worked with over 1,000 consumer brands. That's our edge: Shadow isn't a generic AI wrapper, it's a decade of real campaign tradecraft being codified into a system. Darkroom is both our proving ground and our first user. This role plugs directly into that knowledge and turns it into product.

The role

Part senior growth marketer, part data scientist, part applied-AI builder — you turn the way elite marketers think into the data models, metrics, and schemas that power Shadow's intelligence layer. You report directly to the CEO of Shadow.

This is for someone who's spent years in the work and now wants to lean into the technology — leveraging hard-won marketing experience to build, not to manage accounts. This is not a client-facing role.

What you'll own
  • Design the analytical models and metric logic the agent reasons with — contribution margin (CM3), acquisition truth (aMER, NCAC), cohort LTV/payback, ad spend efficiency and marginal-return analysis, incrementality testing (geo lifts, conversion-lift, MMM calibration) — from raw platform data to decision-ready insight.

  • Define the schemas that encode marketing tradecraft: how creative, channel, financial, and customer data connect into a queryable picture of a brand.

  • Own accuracy and judgment — what's load-bearing vs. noise, where attribution lies, how to compute metrics that survive operator scrutiny.

  • Spec the model; partner with data eng to build the pipeline and the AI team to wire it into agent skills.

Must have
  • Ran growth at one or more high-growth DTC / omni-channel consumer brands — you've managed paid media tactically, not just supervised people who did.

  • Fluency across the full marketing mix (Meta + Google, plus TikTok, email/SMS, marketplace, organic) — you think in MER/CM/LTV, not platform ROAS.

  • Real data science chops: SQL + Python/notebooks, statistical reasoning, building and validating metric models against messy real-world data.

  • Ability to translate between marketer intuition and rigorous structure — and a strong opinion about which metrics actually matter.

Nice to have
  • Familiarity with modern warehouse/analytics stacks (BigQuery, dbt) — enough to design schemas and collaborate with eng.

  • Agency or multi-brand background (pattern recognition across accounts).

  • Built attribution models, forecasting/MMM, or internal analytics dashboards.

Culture fit
  • You’re a power AI user. You've embedded AI into every workflow you touch and you think in systems — not one-off prompts, but repeatable structures that compound.

  • Entrepreneurial. You don't need much direction to move fast, you pivot when the situation demands it, and what you ship is production-grade, not a prototype you hand off for someone else to finish.

What we offer
  • Competitive salary (roles, responsibilities, and comp grow as we do)

  • Top-tier health, vision, dental insurance (US)

  • Regular team off-sites

  • Regular hack weeks

Compensation

Yearly compensation for this role is $180,000. Actual compensation will be determined based on experience, skills, and qualifications. This role is also eligible for performance-based compensation. A summary of benefits is listed above.

Equal Opportunity Statement

Darkroom is an equal opportunity workplace — we are dedicated to equal employment opportunities regardless of race, color, ancestry, religion, sex, national orientation, sexual orientation, age, citizenship, marital status, disability, gender identity, or Veteran status. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements.

Skills Required

  • Ran growth at one or more high-growth DTC / omni-channel consumer brands with hands-on paid media management
  • Fluency across full marketing mix (Meta, Google, TikTok, email/SMS, marketplaces, organic) and metric frameworks (MER/CM/LTV)
  • Real data science skills: SQL and Python/notebooks, statistical reasoning, building and validating metric models on messy real-world data
  • Ability to translate marketer intuition into rigorous metric definitions and maintain strong opinions about which metrics matter
  • Familiarity with modern analytics stacks (BigQuery, dbt) to design schemas and collaborate with engineering
  • Agency or multi-brand background with pattern recognition across accounts
  • Experience building attribution models, forecasting/MMM, or internal analytics dashboards
  • Power AI user who embeds AI into workflows and designs repeatable systems
Am I A Good Fit?
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The Company
HQ: Los Angeles, CA
27 Employees
Year Founded: 2018

What We Do

A category leader in results-driven growth marketing, Darkroom’s success is attributed to our unique partnership model, purposefully built to launch brands to market and accelerate growth. Our model is predicated on four major disciplines — Brand & Identity, Digital Products, Creative Production and Growth Marketing – threaded by one cohesive, interdisciplinary team.

Why Work With Us

We're building the future of advertising and are looking for the minds to help us do it. We only seek out the best—from our clients to our people. We offer highly competitive salaries, benefits, 401k with match, and offices and work locations where the most talented people want to live. Our team is our most sacred asset.

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