We partner with global customers to increase service levels, reduce working capital, and respond faster to disruption - by combining deep domain expertise with probabilistic modeling, advanced ...
We partner with global customers to increase service levels, reduce working capital, and respond faster to disruption - by combining deep domain expertise with probabilistic modeling, advanced ...
We partner with global customers to increase service levels, reduce working capital, and respond faster to disruption - by combining deep domain expertise with probabilistic modeling, advanced ...
Quick apply
We partner with global customers to increase service levels, reduce working capital, and respond faster to disruption - by combining deep domain expertise with probabilistic modeling, advanced ...
... probabilistic models, and high-performance scientific computing methods; (4) Experience with collaborative software development practices, including version control, issue tracking, code review ...
... probabilistic models, and high-performance scientific computing methods; (4) Experience with collaborative software development practices, including version control, issue tracking, code review ...
... probabilistic models, and high-performance scientific computing methods; (4) Experience with collaborative software development practices, including version control, issue tracking, code review ...
... probabilistic models, and high-performance scientific computing methods; (4) Experience with collaborative software development practices, including version control, issue tracking, code review ...
... probabilistic models, and high-performance scientific computing methods; (4) Experience with collaborative software development practices, including version control, issue tracking, code review ...
... probabilistic models, and high-performance scientific computing methods; (4) Experience with collaborative software development practices, including version control, issue tracking, code review ...
... models into efficient, production-ready code. Your familiarity with sensor data processing and ... probabilistic techniques. · Implement sensor fusion strategies that integrate data from IMUs ...
Quick apply
... models into efficient, production-ready code. Your familiarity with sensor data processing and ... probabilistic techniques. · Implement sensor fusion strategies that integrate data from IMUs ...
Localization Algorithm Engineer for RF Products::Southfield, MI (5 days in a week onsite)
Southfield, MI · On-site
... models into efficient, production-ready code. Your familiarity with sensor data processing and ... probabilistic techniques. · Implement sensor fusion strategies that integrate data from IMUs ...
Quick apply
Localization Algorithm Engineer for RF Products::Southfield, MI (5 days in a week onsite)
Southfield, MI · On-site
... models into efficient, production-ready code. Your familiarity with sensor data processing and ... probabilistic techniques. · Implement sensor fusion strategies that integrate data from IMUs ...
Lead Research Engineer
Ann Arbor, MI · On-site +1
$100K - $132K/yr
Familiarity with probabilistic models and have an understanding of the mathematical concepts underlying machine learning methods * Demonstrated ability to mentor engineers, elevate team technical ...
Lead Research Engineer
Ann Arbor, MI · On-site +1
$100K - $132K/yr
Familiarity with probabilistic models and have an understanding of the mathematical concepts underlying machine learning methods * Demonstrated ability to mentor engineers, elevate team technical ...
Data Scientist
Dearborn, MI · On-site +1
$107K - $182K/yr
... and probabilistic conditions. 1 year of experience with the following skill is required: 1. ... Apply the most relevant quantitative modeling techniques and tools in statistical analysis ...
Data Scientist
Dearborn, MI · On-site +1
$107K - $182K/yr
... and probabilistic conditions. 1 year of experience with the following skill is required: 1. ... Apply the most relevant quantitative modeling techniques and tools in statistical analysis ...
Artificial Intelligence (AI) Tutor
Detroit, MI · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Detroit, MI · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Kalamazoo, MI · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Kalamazoo, MI · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Ann Arbor, MI · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
Artificial Intelligence (AI) Tutor
Ann Arbor, MI · Remote
$18 - $40/hr
... probabilistic reasoning, and ethical AI considerations. Ability to explain supervised and ... Guides students through implementing classification and regression models, designing neural ...
BEV feature based, Vision-Language-Action Model) (Preferred: Perception/Localization Engineer) * Understanding of probabilistic filtering (e.g., Kalman Filter, Particle Filter) and nonlinear ...
BEV feature based, Vision-Language-Action Model) (Preferred: Perception/Localization Engineer) * Understanding of probabilistic filtering (e.g., Kalman Filter, Particle Filter) and nonlinear ...
Autonomous Driving Kit Software Engineer
Plymouth, MI · On-site
$87K - $123K/yr
BEV feature based, Vision-Language-Action Model) (Preferred: Perception/Localization Engineer) * Understanding of probabilistic filtering (e.g., Kalman Filter, Particle Filter) and nonlinear ...
Autonomous Driving Kit Software Engineer
Plymouth, MI · On-site
$87K - $123K/yr
BEV feature based, Vision-Language-Action Model) (Preferred: Perception/Localization Engineer) * Understanding of probabilistic filtering (e.g., Kalman Filter, Particle Filter) and nonlinear ...
Genetics Tutor
Ann Arbor, MI · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Ann Arbor, MI · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Detroit, MI · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Detroit, MI · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Kalamazoo, MI · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
Genetics Tutor
Kalamazoo, MI · Remote
$18 - $40/hr
Ability to explain linkage analysis, Hardy-Weinberg equilibrium, and gene regulation models while ... Emphasizes probabilistic reasoning and connects genetics to genetic counseling, forensic science ...
... models for sequential decision process under uncertainty with probabilistic outcomes • Build computational frameworks that balance algorithmic efficiency with human-interpretable reasoning • ...
... models for sequential decision process under uncertainty with probabilistic outcomes • Build computational frameworks that balance algorithmic efficiency with human-interpretable reasoning • ...
... probabilistic and deterministic outputs. * Software Engineering Foundation : A background in ... Ability to quickly master and implement emerging protocols like Model Context Protocol (MCP) and ...
... probabilistic and deterministic outputs. * Software Engineering Foundation : A background in ... Ability to quickly master and implement emerging protocols like Model Context Protocol (MCP) and ...
System Test and Validation Lead
Midland, MI · On-site +1
Experience validating AI/ML-enabled systems, distinguishing deterministic and probabilistic tool ... Experience with AI governance processes, including AI use case tracking, model risk classification ...
System Test and Validation Lead
Midland, MI · On-site +1
Experience validating AI/ML-enabled systems, distinguishing deterministic and probabilistic tool ... Experience with AI governance processes, including AI use case tracking, model risk classification ...
Probabilistic Modeling information
What is the difference between Probabilistic Modeling vs Data Scientist?
| Aspect | Probabilistic Modeling | Data Scientist |
|---|---|---|
| Required Credentials | Degree in statistics, mathematics, or related fields; knowledge of probability theory | Degree in computer science, statistics, or related fields; programming skills |
| Work Environment | Research-focused, often in analytics or data science teams | Cross-functional teams, including business, engineering, and analytics |
| Industry Usage | Used in analytics, finance, healthcare, and research for modeling uncertainty | Applied across industries for data analysis, predictive modeling, and decision-making |
Probabilistic Modeling focuses on developing models based on probability theory to understand uncertainty, while Data Scientists utilize a broader set of skills including programming, data analysis, and machine learning to extract insights from data. Both roles often overlap but serve different primary purposes within data-driven organizations.
What is probabilistic modeling?
What are the key skills and qualifications needed to thrive as a probabilistic modeler, and why are they important?
What are some common challenges faced by professionals in probabilistic modeling roles, and how can they be managed?
Full-time
Re-posted 26 days ago
Job description
ToolsGroup delivers AI-powered supply chain planning solutions that help companies forecast demand, optimize inventory, and plan supply in complex, volatile environments. We partner with global customers to increase service levels, reduce working capital, and respond faster to disruption - by combining deep domain expertise with probabilistic modeling, advanced optimization, and modern SaaS delivery.
The Opportunity
ToolsGroup serves hundreds of manufacturers globally for their Demand Forecasting, Inventory Optimization and Replenishment needs. As Product Manager for our manufacturing solutions, you will drive the strategy around serving this critical market and the delivery of high-impact capabilities that address core customer challenges, including planning around BOM complexity, multi-site production networks, and service expectations that make inventory decisions economically outsized (line-down risk, missed delivery penalties, premium freight, expediting).
The Role
As an Industry Solutions Product Manager (Industrial / Discrete Manufacturing), you will define and drive ToolsGroup's market-facing product priorities for discrete manufacturing, including industrial equipment, components, automotive/assembly, high-mix manufacturing, aftermarket service parts, and related discrete environments.
You will:
- Own the "manufacturing POV" for product discovery and prioritization (what matters, why it matters, and what to build next). Map "day-in-the-life" workflows for planners, supply chain leaders, and operations stakeholders in discrete manufacturing.
- Translate manufacturing workflows into product bets with clear problems, measurable outcomes, and actionable roadmap candidates. Capture market needs, run structured feedback loops with customers and partners and translate insights into prioritized product requirements that drive development work.
- Partner with go-to-market teams (Sales, marketing, etc.) to shape value propositions and brand promise. Engage as a key subject matter expert in strategic customer conversations-discovery, value engineering, solution validation, and roadmap discussions.
- Operate hands-on with AI tools to accelerate discovery, prototype workflows, create user journeys, PRDs, acceptance criteria in partnership with design/engineering) and validate solution direction with customers and internal teams.
- Create Repeatable "Manufacturing-First" Assets including product templates, demo storylines, and ROI narratives. Advise on complementary services offerings.
- Drive cross-functional execution to deliver market compelling value, support enablement and RFP/RFI inputs and customer-facing engagements.
What You Bring (Minimum Qualifications)
Experience (Required)
- 7+ years of experience either:
A) Working in or with industrial/discrete manufacturing organizations in roles tied to manufacturing planning/operations (supply chain planning, production planning, materials, inventory, operations excellence, digital transformation), and you have reached a level where you were responsible for defining key processes/solutions used in core manufacturing workflows; OR
B) Building enterprise SaaS products used by manufacturers for inventory optimization, production planning, APS, MRP, S&OP / IBP, or adjacent planning/optimization domains.
Product Craft + Communication (Required)
- Proven ability to translate messy, real-world workflows into clear product direction: problem statements, requirements, prioritization logic, and success metrics.
- Customer-facing confidence: you can lead discovery sessions, challenge assumptions professionally, and communicate value to practitioners and executives.
- Strong written and verbal communication-able to move between executive narratives and detailed workflows.
AI Comfort (Required)
- Comfortable using AI tools to accelerate product work (research synthesis, requirements drafting, prototyping, workflow exploration), while maintaining rigor and validation discipline.
Preferred / "Nice to Have"
- Experience with (or strong familiarity with) supply chain planning and APS ecosystems-how manufacturers integrate planning with ERP/MES and surrounding systems, S&OP, Inventory management/optimization.
- Background in implementing, supporting, or product-managing planning solutions across manufacturing contexts (production planning/scheduling, inventory optimization, S&OP/IBP).
- Comfort collaborating with Design on prototypes and with Engineering/Data Science on feasibility tradeoffs and instrumentation.
Applying to this job the candidate consents that his/her data are treated by ToolsGroup in compliance with the GDPR n. 2016/679 GDPR and Transparency Document
U.S. applicant notice: This employer participates in E-Verify and will provide the federal government with your Form I-9 information to confirm that you are authorized to work in the U.S. ToolsGroup is CCPA/CPRA compliant.