... model aligned with: * ISA-95 (enterprise-control integration) * ISA-88 (batch/process control ... predictive and optimization models. Establish what each feature represents in the context of ...
... model aligned with: * ISA-95 (enterprise-control integration) * ISA-88 (batch/process control ... predictive and optimization models. Establish what each feature represents in the context of ...
Data Analyst - ARG Assembly Dept
Dayton, OH · On-site
... models to support production decision-making ... Implement machine learning algorithms to enhance predictive maintenance and reduce downtime8Train ...
Data Analyst - ARG Assembly Dept
Dayton, OH · On-site
... models to support production decision-making ... Implement machine learning algorithms to enhance predictive maintenance and reduce downtime8Train ...
... predictive models, generative AI, and agentic systems behave in production, and the corresponding security, risk, and control considerations. * Proven ability to evaluate emerging technologies, make ...
... predictive models, generative AI, and agentic systems behave in production, and the corresponding security, risk, and control considerations. * Proven ability to evaluate emerging technologies, make ...
Warranty Analyst
Mansfield, OH · On-site
... predictive models to calculate future risk when needed (Weibull) · Supervise warranty admins and techs when defined. · Monitor customer related warranty data for out of control warranty; report and ...
Quick apply
Warranty Analyst
Mansfield, OH · On-site
... predictive models to calculate future risk when needed (Weibull) · Supervise warranty admins and techs when defined. · Monitor customer related warranty data for out of control warranty; report and ...
Operations and Information Technology Specialist
Piketon, OH · On-site
$8.21K - $10.65K/mo
Use AI/ML models for predictive maintenance--foreseeing component failures or optimizing energy ... control room and field staff. Maintain readiness for deployable communication systems and radio ...
Quick apply
Operations and Information Technology Specialist
Piketon, OH · On-site
$8.21K - $10.65K/mo
Use AI/ML models for predictive maintenance--foreseeing component failures or optimizing energy ... control room and field staff. Maintain readiness for deployable communication systems and radio ...
Use AI/ML models for predictive maintenance-foreseeing component failures or optimizing energy ... control room and field staff. Maintain readiness for deployable communication systems and radio ...
Use AI/ML models for predictive maintenance-foreseeing component failures or optimizing energy ... control room and field staff. Maintain readiness for deployable communication systems and radio ...
Establish a Unified Global Operating Model : Replace regional silos with standardized processes ... Embed predictive capabilities : Move the organization from reactive firefighting to proactive, data ...
Establish a Unified Global Operating Model : Replace regional silos with standardized processes ... Embed predictive capabilities : Move the organization from reactive firefighting to proactive, data ...
Establish a Unified Global Operating Model : Replace regional silos with standardized processes ... Embed predictive capabilities : Move the organization from reactive firefighting to proactive, data ...
Establish a Unified Global Operating Model : Replace regional silos with standardized processes ... Embed predictive capabilities : Move the organization from reactive firefighting to proactive, data ...
Establish a Unified Global Operating Model: Replace regional silos with standardized processes ... Embed predictive capabilities: Move the organization from reactive firefighting to proactive, data ...
Establish a Unified Global Operating Model: Replace regional silos with standardized processes ... Embed predictive capabilities: Move the organization from reactive firefighting to proactive, data ...
Operations and Information Technology Specialist
Piketon, OH · On-site
$8.21K - $10.65K/mo
Use AI/ML models for predictive maintenance-foreseeing component failures or optimizing energy ... control room and field staff. Maintain readiness for deployable communication systems and radio ...
Operations and Information Technology Specialist
Piketon, OH · On-site
$8.21K - $10.65K/mo
Use AI/ML models for predictive maintenance-foreseeing component failures or optimizing energy ... control room and field staff. Maintain readiness for deployable communication systems and radio ...
Perform and lead preventative, predictive, and breakdown maintenance * Troubleshoot and repair ... Maintain and control critical spare parts to avoid extended downtime * Track equipment condition ...
Perform and lead preventative, predictive, and breakdown maintenance * Troubleshoot and repair ... Maintain and control critical spare parts to avoid extended downtime * Track equipment condition ...
Director, AI Architecture & Engineering - US Remote
OH · On-site +1
Drive Hexion's Perception Intelligence, Predictive Modeling, and Adaptive Closed-Loop Control capabilities - including sensor fusion from OSIsoft PI, digital twin integration, and process ...
Director, AI Architecture & Engineering - US Remote
OH · On-site +1
Drive Hexion's Perception Intelligence, Predictive Modeling, and Adaptive Closed-Loop Control capabilities - including sensor fusion from OSIsoft PI, digital twin integration, and process ...
Perform and lead preventative, predictive, and breakdown maintenance * Troubleshoot and repair ... Maintain and control critical spare parts to avoid extended downtime * Track equipment condition ...
Quick apply
Perform and lead preventative, predictive, and breakdown maintenance * Troubleshoot and repair ... Maintain and control critical spare parts to avoid extended downtime * Track equipment condition ...
Director, AI Architecture & Engineering - US Remote
OH · On-site +1
Drive Hexion's Perception Intelligence, Predictive Modeling, and Adaptive Closed-Loop Control capabilities - including sensor fusion from OSIsoft PI, digital twin integration, and process ...
Director, AI Architecture & Engineering - US Remote
OH · On-site +1
Drive Hexion's Perception Intelligence, Predictive Modeling, and Adaptive Closed-Loop Control capabilities - including sensor fusion from OSIsoft PI, digital twin integration, and process ...
Senior Global Compensation Analyst
Westerville, OH · On-site +1
$80K - $104.10K/yr
... in control of their own future. Acumatica is more than just a product-we are a community of ... modeling, analysis, and reporting (e.g., predictive analytics, pay equity studies, dashboard ...
Senior Global Compensation Analyst
Westerville, OH · On-site +1
$80K - $104.10K/yr
... in control of their own future. Acumatica is more than just a product-we are a community of ... modeling, analysis, and reporting (e.g., predictive analytics, pay equity studies, dashboard ...
Senior Global Compensation Analyst
$80K - $104.10K/yr
... in control of their own future. Acumatica is more than just a product-we are a community of ... modeling, analysis, and reporting (e.g., predictive analytics, pay equity studies, dashboard ...
Senior Global Compensation Analyst
$80K - $104.10K/yr
... in control of their own future. Acumatica is more than just a product-we are a community of ... modeling, analysis, and reporting (e.g., predictive analytics, pay equity studies, dashboard ...
Senior Global Compensation Analyst
Westerville, OH · On-site
$80K - $104.10K/yr
... in control of their own future. Acumatica is more than just a product--we are a community of ... modeling, analysis, and reporting (e.g., predictive analytics, pay equity studies, dashboard ...
Quick apply
Senior Global Compensation Analyst
Westerville, OH · On-site
$80K - $104.10K/yr
... in control of their own future. Acumatica is more than just a product--we are a community of ... modeling, analysis, and reporting (e.g., predictive analytics, pay equity studies, dashboard ...
Technical Services Manager
Mansfield, OH · On-site
$110.30K - $110.70K/yr
... models. - Lead plant layout planning and material flow optimization. Equipment & Facility ... and predictive maintenance programs to improve uptime and reliability. - Manage critical spares ...
Quick apply
Technical Services Manager
Mansfield, OH · On-site
$110.30K - $110.70K/yr
... models. - Lead plant layout planning and material flow optimization. Equipment & Facility ... and predictive maintenance programs to improve uptime and reliability. - Manage critical spares ...
We bring concepts to life through cutting-edge prototyping, predictive analysis, and real-world ... Create and manage parametric 3D CAD models and drawings of rigid and flexible packaging (EBM, ISBM ...
We bring concepts to life through cutting-edge prototyping, predictive analysis, and real-world ... Create and manage parametric 3D CAD models and drawings of rigid and flexible packaging (EBM, ISBM ...
Business Process Analyst - SCADA/CC&B
$90K - $100K/yr
... control. Performs cost and benefit analyses. Assists business office personnel and program ... predictive modeling, and fact-based management to drive decision making and analytical problem ...
Business Process Analyst - SCADA/CC&B
$90K - $100K/yr
... control. Performs cost and benefit analyses. Assists business office personnel and program ... predictive modeling, and fact-based management to drive decision making and analytical problem ...
Model Predictive Control information
What are the key skills and qualifications needed to thrive as a Model Predictive Control (MPC) Engineer, and why are they important?
What are the typical challenges faced by engineers working with Model Predictive Control (MPC) systems in an industrial setting?
What is Model Predictive Control?
What is the difference between Model Predictive Control vs Control Systems Engineer?
| Aspect | Model Predictive Control | Control Systems Engineer |
|---|---|---|
| Credentials | Engineering degree, control theory, process modeling | Engineering degree, control systems, automation |
| Work Environment | Industrial automation, process control, manufacturing | Design, develop, and maintain control systems across industries |
| Industry Usage | Process industries, chemical, oil & gas, manufacturing | Automation, robotics, embedded systems, industrial sectors |
Model Predictive Control (MPC) focuses on advanced control algorithms for optimizing processes, while Control Systems Engineers design and implement various control systems. MPC is a specialized skill within control engineering, often requiring knowledge of process modeling and optimization, whereas Control Systems Engineers have broader responsibilities across multiple control technologies. Both roles are essential in industrial automation but differ in scope and application.
Job description
Imagine Everything. Build the Future with Hexion.
At Hexion, we push boundaries, rethink possibilities, and create real impact. We activate science to deliver progress-developing breakthrough solutions that strengthen industries, protect communities, and drive a more sustainable future.
This is where bold thinkers, problem-solvers, and innovators come together to shape what's next. Whether you're engineering advanced materials, transforming manufacturing technologies, or leading strategic innovation, your ideas and actions leave a lasting mark. We cultivate an inclusive culture of growth, collaboration, and accountability, ensuring every contribution propels us forward.
We don't follow the status quo-we challenge it, disrupt it, and improve it. Every role at Hexion is part of something bigger.
We invest in innovation, sustainability, and continuous development-equipping you with the tools, training, and opportunities to excel. With an unwavering commitment to safety, partnership, belonging, and impact, we empower you to lead change and strengthen industries worldwide.
Your Future Starts Here. Â
If you're ready to push limits, reimagine what's possible, and create the extraordinary, Hexion is where you belong.Â
Anything is possible when you imagine everything.Â
The Principal Manufacturing & Semantic Architect is a critical leadership role responsible for defining and governing the canonical data and semantic model that underpins Hexion's industrial digital platform.Â
This role will establish how manufacturing assets, processes, materials, and data are consistently represented across:Â
- Plant systems (OT)Â
- Enterprise systems (IT)Â
- Cloud platformsÂ
- AI/ML modelsÂ
- Customer-facing applicationsÂ
The successful candidate will bring deep expertise in industrial standards (ISA-95 / ISA-88) and translate complex manufacturing environments into scalable, structured data models that enable interoperability, analytics, and AI.
1. Define and Govern the Canonical Manufacturing Data ModelÂ
Develop and maintain a standardized semantic model aligned with:Â
- ISA-95 (enterprise-control integration)Â
- ISA-88 (batch/process control)Â
- Emerging industry standards (e.g., CFIHOS where applicable)Â
Define core entities including:Â
- Assets, equipment hierarchies, and locationsÂ
- Materials, batches, and process segmentsÂ
- Operational states, events, and relationshipsÂ
Ensure consistent representation of manufacturing data across all systems.Â
2. Establish Semantic Standards and Data ContractsÂ
Define and enforce:Â
- Data schemasÂ
- API and event contractsÂ
- Naming conventions and units of measureÂ
Partner with engineering teams to ensure adherence across:Â
- Edge systemsÂ
- Cloud servicesÂ
- Integration layersÂ
Prevent semantic drift across teams, platforms, and external partners.Â
3. Define Semantic Meaning and Canonical Structure of AI FeaturesÂ
Define the semantic meaning and canonical structure of features used in predictive and optimization models. Establish what each feature represents in the context of manufacturing processes and operational data.Â
- Define feature-level semantic definitions grounded in manufacturing domain knowledgeÂ
- Ensure alignment between the meaning of training data and real-time operational data at the edgeÂ
- Collaborate with data science teams to ensure models reflect real-world process behaviorÂ
Note: The pipelines, storage, and lifecycle that deliver these features to AI models are owned by the Principal Industrial AI Data Architect.Â
4. Provide Semantic Translation Between OT, IT, and Digital PlatformsÂ
Serve as the authority on semantic and data model translation between:Â
- Plant floor systems (PLC, DCS, SCADA, historians)Â
- MES and ERP systemsÂ
- Cloud-based data and application platformsÂ
- Ensure data models are both technically robust and operationally practical.Â
Note: Technical connectivity and protocol-level integration with OT systems are owned by the Principal Edge & OT Architect.Â
5. Support Platform Productization and External SolutionsÂ
Design semantic models that ensure the data model scales across tenants, including:Â
- Multiple manufacturing sitesÂ
- Multi-tenant environmentsÂ
- External customer-facing productsÂ
Ensure extensibility and long-term maintainability of the data model.Â
Note: Data pipeline and access pattern design for multi-tenancy is owned by the Principal Industrial AI Data Architect.Â
6. Lead Governance and Continuous EvolutionÂ
Establish versioning and lifecycle management for:Â
- Data modelsÂ
- SchemasÂ
- Semantic definitionsÂ
- Facilitate cross-functional alignment across engineering, operations, and data teams.Â
Serve as the final authority on semantic architecture decisions.Â
7. Collaborate Across TeamsÂ
Partner with:Â
- Principal Edge & OT Architect (semantic model enforcement at the edge and OT data normalization)Â
- Principal Industrial AI Data Architect (feature semantics and data pipeline alignment)Â
- Platform Engineering (implementation of semantic standards in cloud services)Â
- Plant Operations and Process Engineering teams (domain validation and real-world grounding)Â
Ensure consistent execution across domains.
- Strategic thinking with strong attention to detailÂ
- Ability to translate complex systems into structured modelsÂ
- Cross-functional leadership across OT, IT, and digital teamsÂ
- Strong communication and stakeholder alignment skillsÂ
- High ownership and accountability for architectural decisions
- Bachelor's degree in Engineering, Computer Science, Industrial Engineering, or related field (Master's preferred)Â
- 10+ years of experience in manufacturing systems, industrial automation, or process engineeringÂ
- 10+ years of experience in data modeling or system architecture in industrial environmentsÂ
- Demonstrated expertise in ISA-95 and ISA-88 standards and manufacturing data structures and hierarchiesÂ
- Strong understanding of OT systems (PLC, DCS, SCADA, historians)Â
- Strong understanding of MES and ERP integration patternsÂ
- Experience with relational and/or graph-based data modelingÂ
Experience with:Â
- ISA or similar industry data standardsÂ
- Industrial IoT platforms or edge-to-cloud architecturesÂ
- AI/ML applications in manufacturing environmentsÂ
- Cloud platforms (AWS preferred)Â
Familiarity with:Â
- Time-series data and event-driven architecturesÂ
- Data governance frameworksÂ
Operate as a thought leader in industrial data and semantic architectureÂ
Influence without direct authority across multiple teams and partnersÂ
Drive standards adoption across internal and external stakeholdersÂ
Balance long-term architectural vision with near-term delivery needsÂ
Travel to manufacturing sites and partner locations as needed (~10-25%).Â
We are an Equal Opportunity, Affirmative Action employer. All qualified applicants will receive consideration for employment without regard to gender, pregnancy, race, national origin, religion, age, sexual orientation, gender identity, veteran or military status, status as a qualified individual with a disability or any other characteristic protected by law.
To be considered for this position candidates are required to submit an application for employment through our career site and, be at least 18 years of age. Â Any offer of employment will be conditioned upon successful completion of a drug test and background investigation, as well as authorization for the Company to conduct additional periodic background checks as required by the Chemical Facility Anti-Terrorism Standards (CFATS) or regulations adopted by the department of Homeland Security or other regulatory agencies. A prior criminal record is not an automatic bar to employment, and the Company will conduct an individualized assessment and reassessment, consistent with applicable law, prior to making any final employment decision.
About Hexion
Sourced by ZipRecruiter
Industry
Chemical manufacturing
Company size
10,000+ Employees
Headquarters location
Columbus, OH, US
Year founded
1899