---
title: 'Associate Product Manager, Analytics and ML at Switch Growth'
canonical: 'https://feeny.ai/job/associate-product-manager-analytics-and-ml-switch-growth-toronto-3xmdrk7515dx'
type: 'job'
last_seen: '2026-09-12'
---

# Associate Product Manager, Analytics and ML at Switch Growth

- **Company:** Switch Growth
- **Location:** Toronto, Canada
- **Employment:** full-time
- **Work type:** remote
- **Posted:** 2026-03-05
- **Last confirmed live:** 2026-09-12
- **Apply:** https://jobs.gem.com/switchgrowth-com/am9icG9zdDr7vSLlh9lpqvY8GFU1QoGk

## Job description

Associate Product Manager (APM) – Analytics & ML

As an Associate Product Manager at Switch, you will sit at the intersection of product management, customer success, analytics, and machine learning.

This role is designed for someone who wants to own real product outcomes early in their career—working deeply with customers, engineers, and data systems—while developing strong product instincts and technical fluency.

You will be translating real-world data and analytics challenges into scalable product features, dashboards, automation, and ML-driven insights. While this is not a pure engineering role, it requires strong technical depth and comfort working hands-on with data, analytics tooling, and ML workflows.

PMs at Switch operate in an apprenticeship-style structure, learning from experienced product leaders, engineers, and data scientists, with a clear path to product management or broader business leadership roles.

## What You’ll Do

Analytics, Data & ML Enablement

- Work hands-on with analytics and data systems to monitor data fidelity, diagnose pipeline issues, and improve performance
- Leverage SQL, Python, and modern analytics tools to explore client data, build metrics, and support experimentation (e.g., incrementality testing, predictive modeling)
- Support and contribute to the AI training lifecycle, including data preparation, feature validation, and performance monitoring
- Help shape ML-powered features, automation, and predictive insights that improve customer outcomes

Product Development & Roadmap Influence

- Collaborate daily with engineering, data science, and ML teams to design, scope, and ship customer-facing analytics and ML products
- Contribute directly to the analytics and ML product roadmap, informed by customer discovery and usage patterns
- Identify opportunities to standardize, automate, and scale analytics workflows across customers
- Help define product documentation, playbooks, internal tooling, and best practices

Cross-Functional & Strategic Impact Work with integration partners across major platforms (e.g., Google, Meta, Amazon, Reddit)

- Synthesize complex technical and business information into actionable recommendations for leadership

## What We’re Looking For

Core Qualifications

- 1–2 years of experience in analytics, data science, or machine learning
- Strong analytical foundation with exposure to SQL, Python, data analysis, or ML concepts
- Comfort working with technical systems and collaborating closely with engineers and data scientists
- Ability to explain complex technical concepts to non-technical stakeholders
- Strong ownership mindset, curiosity, and bias toward action

Technical & Analytical Skills

- Working knowledge of SQL and data modeling concepts
- Familiarity with analytics and data platforms (e.g., BigQuery, Looker/Looker Studio, or similar)
- Exposure to machine learning concepts, experimentation frameworks, or predictive analytics
- Ability to reason about data pipelines, data quality, and system performance (without needing to be a full-time engineer)

Bonus Experience

Experience with digital marketing analytics, measurement, or experimentation Exposure to ML infrastructure, MLOps/DataOps, or automation tooling Startup experience or comfort operating in fast-moving, ambiguous environments

Location

Switch is headquartered in Toronto, Canada, but operates fully remotely. However, preference will be shown to candidates with the Greater Toronto area.

## Compensation & Benefits

- Market-competitive compensation based on experience
- Meaningful equity in a fast-growing AI startup
- Flexible, remote-first work environment
- Structured mentorship and career development
- Team events, offsites, and collaborative culture

If you’re excited about building analytics- and ML-driven products, working directly with customers, and shaping product direction early in your career—even if you don’t meet every requirement—we encourage you to apply. We’re looking for high-potential builders who want to grow fast and make a real impact.

## About Switch Growth

## Company Overview
- **One-liner**: Switch Growth provides a first-party data software platform that trains AI to help marketers improve cross-channel marketing ROI by unifying marketing, sales, and finance data.
- **Entity Type**: Private (Funded)
- **Headquarters**: Toronto, Ontario, Canada
- **Founded**: 2021
- **Founders**: Riley Nelko (CEO) and Adam Lazareck

## Core Business
- **Primary industry**: Marketing Technology (MarTech), AI-powered Customer Data Platform (CDP)
- **Target customers**: B2B/Enterprise, including banks/financial services, healthcare, retail/loyalty, insurance, e-commerce, aggregators/affiliates, and SaaS/subscription businesses
- **Mission or purpose**: To help marketers realize the full potential of first-party data, delivering better returns, staying ahead of competition, and thriving in a privacy-centric world.

## Products & Services
- **Switch Platform**: A software solution that trains AI/ML models to optimize cross-channel marketing ROI. It aligns first-party data across online and offline touchpoints, enabling lead generation, commerce targeting, brand marketing (via incrementality models), and omnichannel ROI measurement. It integrates with Google, Meta, and Amazon’s top strategic partners. (Type: SaaS)

## Market Standing
- **Valuation/Market Cap**: Not publicly available (private company)
- **Key Metric**: Total funding — 1 institutional investor, details not disclosed; clients report +90% match rates and +30% ROAS growth on average.
- **Key Metric**: **Annual Revenue** — Not publicly available.
- **Notable Investors**: 1 institutional investor (name not specified), plus angel investors like Don Burns (Investor & Advisor) and Jay Berard (Angel Investor). The platform is invite-only for top partners of Google, Meta, and Amazon.
- **Growth Signals**: 
  - 26 total employees (as of 2026, up from 21 in 2025), +4.2% YoY headcount growth.
  - Workforce distributed across Canada and United States.
  - Active recruiting for Associate Product Manager, Customer Engineer (Analytics & ML), and other roles in mid-2026.

## Competitive Advantages
- **First-party data focus**: Purpose-built for the privacy-centric era (post-cookie deprecation), handling data without processing sensitive PII.
- **High match rates**: Clients achieve +90% match rates and +30% ROAS growth on average, with real-time daily syncing.
- **Founder pedigree**: Founded by ex-Googler (Riley Nelko) and two executive engineers, giving deep expertise in data and advertising platforms.
- **Invite-only platform**: Works exclusively with top strategic partners of Google, Meta, and Amazon, indicating high trust and frictionless integrations.

## Strategic Focus
- **Current priorities**: Scaling the platform to more enterprises across multiple verticals (B2B, healthcare, retail, insurance, e-commerce, SaaS); continuing to hire for Analytics & ML Products and Customer Engineering roles to support growth.
- **Direction for growth**: Expanding from Canada/US base into broader North American and global markets, deepening first-party data capabilities to support brand and performance marketers.

## Why Work Here
- **Culture highlights**: Founded by ex-Google and senior engineering talent; mission-driven to revolutionize the ad-supported internet and consumer privacy landscape.
- **Remote/hybrid policy**: Described as a remote-first company that hires talented people anywhere in the world. Some roles listed as remote or hybrid (Toronto office available).
- **Notable perks or engineering culture**: Focus on AI/ML training and data engineering; active involvement in the tech community (e.g., Toronto Ruby meetup). Company size (~26 people) suggests a tight-knit, high-impact startup environment with opportunity for ownership.

## Sources
1. [switchgrowth.com](https://switchgrowth.com/)
2. [jobs.gem.com (Careers)](https://jobs.gem.com/switchgrowth-com?embed=true)
3. [LinkedIn Company Page](https://linkedin.com/company/switchgrowth)
4. [Built In Profile](https://builtin.com/company/switch-growth)
5. [Tracxn Company Profile](https://tracxn.com/d/companies/switch/__UnVGaD7lpVlbXC2OUtR-MdmtUuIRB03rt11fc6HDdJg)

## Other roles at Switch Growth

- [Customer Engineer, Analytics and ML Products](https://feeny.ai/job/customer-engineer-analytics-and-ml-products-switch-growth-toronto-psr3r1jsx9y7) — Toronto, Canada
- [Customer Engineer](https://feeny.ai/job/customer-engineer-switch-growth-toronto-y4jb0xt04y98) — Toronto, Canada
- [Associate Product Manager](https://feeny.ai/job/associate-product-manager-switch-growth-toronto-7geqjgmdgxfp) — Toronto, Canada