Business Performance Improvement - Supply Chain & Operations (Manufacturing Artificial Intelligence) Manager
for sections like About the role, responsibilities, requirements, qualifications, skills, benefits, pay, schedule. Only include sections that have real specific content. Must not repeat job title as heading. Must not include Job ID etc. Must remove boilerplate, navigation, legal, EEO, etc. Must preserve all substantive info.
We need to parse the job posting.
Key sections:
- About the role? The posting includes "Where We Need You", "What You Can Expect", "What Will Help You Be Successful", "Do Your Talents Include the Following?" etc. We can map to "About the role" maybe.
- Responsibilities: likely "What You Can Expect" includes responsibilities: partner with clients, develop strategies, devise solutions, develop relationships, foster network, serve as ambassador.
- Requirements: maybe "What Will Help You Be Successful" includes genuine interest, comfortable interfacing, strong project management, interest in business development.
- Qualifications: "Your Educational And Professional Qualifications" includes bachelor's degree, 5+ years experience, direct exposure, proficiency in AI tools, solid grasp of manufacturing financials, professional certification preferred.
- Skills: maybe "Do Your Talents Include the Following?" includes list of demonstrated experience items: owning AI use cases, hands-on OT experience, developing data strategies, establishing AI governance, analyzing manufacturing data, leading workshops, partnering across functions, leadership experience, establishing business relationships, evaluating data, establishing relationships, pursuing business development, ability to translate issues, leadership supervisory experience.
- Benefits: includes medical, dental, vision, FSA/HSA, life/accident insurance, adoption/fertility assistance, paid parental leave up to 10 weeks, short/long term disability, 401(k) with employer match 50% on first 6%, Choice Time Off (CTO) varies, new hires up to 20 days per year, up to 11 paid holidays.
- Pay: salary range $126,000 - $202,000, bonus target 12%, total cash range $141,120 - $226,240.
- Schedule: hybrid workplace description: hybrid model, ratio varies, work in-person local offices and client sites, travel possible. Starting salary based on full-time equivalent schedule. Could include schedule info.
We must not include sections with filler like "commensurate with experience". We have real content.
We must not include duplicated lines. Must not include boilerplate like EEO, legal, accommodation request, etc. Must remove those.
We must not include navigation, cookie, etc.
We must output only HTML fragment, no /, no markdown fences.
We need to use for each section heading. Use - for any list of duties/requirements/benefits. Use
for prose.
We need to decide which content is list vs prose.
For responsibilities: list of duties can be
.
For requirements: maybe list.
For qualifications: list.
For skills: list.
For benefits: list.
For pay: maybe prose with numbers.
For schedule: prose.
We need to ensure we don't create empty sections.
Let's extract content.
First, "Where We Need You" paragraph: "Protiviti is looking for a Manager to join our growing Supply Chain & Operations team." That's about the role.
"What You Can Expect": multiple sentences: "As a Manager, you’ll partner with our clients to identify and manage complex business problems and provide best-in-class advice and solutions. You'll develop strategies to solve complex business problems using new ways of thinking, and devise solutions to support your clients' needs through using the latest tools and methods. You’ll develop lasting relationships with client personnel and further these relationships through quality product delivery. You’ll foster a network within the business community and serve as an ambassador of Protiviti in the market."
That's responsibilities.
"What Will Help You Be Successful": bullet-ish sentences: "Genuine interest in production/manufacturing, warehousing and fulfillment, and maintenance/asset reliability operations — and in applying AI as a strategic tool to improve them. Comfortable interfacing credibly with CTO, Data, and Digital leadership, translating between operations, technology, and executive audiences. Strong project management and team leadership instincts, with a passion for building client relationships and developing others. Interest in business development — client proposals and strategies to win new work."
That's requirements/qualities.
"Do Your Talents Include the Following?" then a long list of demonstrated experience items separated by periods. We'll split into list items.
List items:
- Owning AI use cases end to end — value framing, prioritization, and connecting AI/automation solutions to measurable cost and efficiency outcomes.
- Hands-on Operations Technology experience — data tag analysis, OT data/PLCs, manufacturing AI/ML techniques, and discrete flow simulation modeling.
- Developing data strategies so client data is clean, structured, governed, and accessible for AI/ML use, plus basic-plus architecture knowledge to fit solutions into existing systems.
- Establishing AI governance — auditing/flagging AI risks and embedding human-in-the-loop checkpoints that define which decisions need human review vs. full automation — and communicating AI recommendations in plain language stakeholders and auditors can trust.
- Analyzing manufacturing data to identify trends, inefficiencies, and improvement opportunities (asset utilization, throughput, productivity, quality, waste), and developing dashboards/analytics tailored to plant floor needs.
- Leading client workshops and discovery sessions, and managing multiple process improvement projects end to end, including ROI/financial impact analysis.
- Partnering across production, maintenance, quality, logistics, planning, and procurement to drive continuous improvement.
- Leadership and direct supervisory experience — mentoring, coaching, performance reviews, and review of team deliverables.
- Establishing business relationships and pursuing business development opportunities, including proposals and scoping.
- Evaluating, summarizing, organizing, and interpreting data.
- Establishing and cultivating business relationships and a professional network, including with senior executives.
- Successfully pursuing business development opportunities and identifying and implementing strategies to obtain new work or clientele.
- Ability to translate and communicate issues, risks, or challenges to client personnel, including executives.
- Leadership and direct supervisory experience of teams including conducting performance appraisals, mentoring and coaching, oversight and review of work, coordination across teams, and understanding how to motivate.
Note some duplicates: leadership appears twice; we can keep both but maybe combine? The instruction: preserve ALL substantive information; do not invent or summarize away detail. Duplicated lines: we should remove duplicated lines. There is a duplicate "Leadership and direct supervisory experience". We should keep only one instance? The instruction: "Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions." So we should remove duplicated lines. So we need to deduplicate.
Thus we keep one "Leadership and direct supervisory experience — mentoring, coaching, performance reviews, and review of team deliverables." and maybe the other longer one is similar but more detailed; they are not exact duplicates but both about leadership. The second is "Leadership and direct supervisory experience of teams including conducting performance appraisals, mentoring and coaching, oversight and review of work, coordination across teams, and understanding how to motivate." That's not identical but similar. Are they considered duplicated lines? Probably not exact duplicate; but they are similar. The instruction says duplicated lines, not similar. We'll keep both as they add detail.
But we might combine to avoid redundancy? Safer to keep both as they are not identical strings.
Now "Your Educational And Professional Qualifications": list:
- Bachelor's degree in a relevant field (Engineering, Supply Chain, Operations, or Business); real-world experience is the primary requirement.
- 5+ years in Consulting, Manufacturing, Operations Technology, Manufacturing AI, Digital Twins, or related fields, in professional services or industry (Manager toward the lower end of this range; Senior Manager more experienced).
- Direct exposure to plant floor operations and operations technology; broader exposure to warehousing, logistics, planning, or procurement is a plus.
- Demonstrated ability to use data & AI to solve manufacturing problems and connect solutions to measurable business value.
- Proficiency in AI tools (ChatGPT, Claude, Copilot, NVIDIA, Microsoft Data Foundry or equivalent) and the Microsoft ecosystem (Microsoft 365, Excel, Power BI, Azure/Fabric-based data & AI tooling).
- Solid grasp of manufacturing financials (cost analysis, ROI) and strong communication skills for translating data into insights for plant floor and management audiences.
- Professional certification (CPM, CPSM, CSCP, CPIM, PMP, TPM, Six Sigma/Lean Six Sigma, or similar) strongly preferred.
Now Benefits: list:
- Employees are eligible for medical, dental, and vision coverages, FSA and HSA healthcare accounts, life and accident insurance, adoption and fertility assistance, paid parental leave up to 10 weeks, and short/long term disability.
- We offer eligible employees a company 401(k) savings and investment plan with an employer match of 50% on the first 6% of your contributions.
- We provide Choice Time Off (CTO) for vacation, personal needs, and sick time. The amount of (CTO) varies based on years of service. New hires receive up to 20 days of CTO per calendar year.
- Protiviti also recognizes up to 11 paid holidays each calendar year.
We could break into list items each sentence.
Pay: we have salary range, bonus target, total cash range. We'll put in .
Schedule: hybrid workplace description: "Protiviti practices a hybrid model, which is a combination of working in person with a purpose and working remotely. This model creates meaningful experiences for our people and our clients while offering a flexible environment. The ratio of remote to in-person requirements vary by client, project, team, and other business factors. Our people work both in-person in local Protiviti offices and on client sites, which can include local or out-of-state travel based on our projects and client requests and commitments. Starting salary is based on a full-time equivalent schedule."
We'll put in
.
Now we need to decide section headings.
Possible sections:
- About the role (maybe from "Where We Need You")
- Responsibilities (from "What You Can Expect")
- Requirements (from "What Will Help You Be Successful")
- Qualifications (from "Your Educational And Professional Qualifications")
- Skills (from "Do Your Talents Include the Following?")
- Benefits
- Pay
- Schedule
We must not create sections with filler. All have content.
Now produce HTML.
We'll start with
About the role
then Protiviti is looking for a Manager to join our growing Supply Chain & Operations team.
Then Responsibilities
then - ... each responsibility.
Responsibilities list items:
- Partner with clients to identify and manage complex business problems and provide best-in-class advice and solutions.
- Develop strategies to solve complex business problems using new ways of thinking, and devise solutions to support clients' needs through using the latest tools and methods.
- Develop lasting relationships with client personnel and further these relationships through quality product delivery.
- Foster a network within the business community and serve as an ambassador of Protiviti in the market.
Now Requirements
then for the "What Will Help You Be Successful" items:
- Genuine interest in production/manufacturing, warehousing and fulfillment, and maintenance/asset reliability operations — and in applying AI as a strategic tool to improve them.
- Comfortable interfacing credibly with CTO, Data, and Digital leadership, translating between operations, technology, and executive audiences.
- Strong project management and team leadership instincts, with a passion for building client relationships and developing others.
- Interest in business development — client proposals and strategies to win new work.
Now Qualifications
then for qualifications list.
Now Skills
then for the long list of demonstrated
- for any list of duties/requirements/benefits. Use
for prose. We need to decide which content is list vs prose. For responsibilities: list of duties can be
- .
For requirements: maybe list.
For qualifications: list.
For skills: list.
For benefits: list.
For pay: maybe prose with numbers.
For schedule: prose.
We need to ensure we don't create empty sections.
Let's extract content.
First, "Where We Need You" paragraph: "Protiviti is looking for a Manager to join our growing Supply Chain & Operations team." That's about the role.
"What You Can Expect": multiple sentences: "As a Manager, you’ll partner with our clients to identify and manage complex business problems and provide best-in-class advice and solutions. You'll develop strategies to solve complex business problems using new ways of thinking, and devise solutions to support your clients' needs through using the latest tools and methods. You’ll develop lasting relationships with client personnel and further these relationships through quality product delivery. You’ll foster a network within the business community and serve as an ambassador of Protiviti in the market."
That's responsibilities.
"What Will Help You Be Successful": bullet-ish sentences: "Genuine interest in production/manufacturing, warehousing and fulfillment, and maintenance/asset reliability operations — and in applying AI as a strategic tool to improve them. Comfortable interfacing credibly with CTO, Data, and Digital leadership, translating between operations, technology, and executive audiences. Strong project management and team leadership instincts, with a passion for building client relationships and developing others. Interest in business development — client proposals and strategies to win new work."
That's requirements/qualities.
"Do Your Talents Include the Following?" then a long list of demonstrated experience items separated by periods. We'll split into list items.
List items:
- Owning AI use cases end to end — value framing, prioritization, and connecting AI/automation solutions to measurable cost and efficiency outcomes.
- Hands-on Operations Technology experience — data tag analysis, OT data/PLCs, manufacturing AI/ML techniques, and discrete flow simulation modeling.
- Developing data strategies so client data is clean, structured, governed, and accessible for AI/ML use, plus basic-plus architecture knowledge to fit solutions into existing systems.
- Establishing AI governance — auditing/flagging AI risks and embedding human-in-the-loop checkpoints that define which decisions need human review vs. full automation — and communicating AI recommendations in plain language stakeholders and auditors can trust.
- Analyzing manufacturing data to identify trends, inefficiencies, and improvement opportunities (asset utilization, throughput, productivity, quality, waste), and developing dashboards/analytics tailored to plant floor needs.
- Leading client workshops and discovery sessions, and managing multiple process improvement projects end to end, including ROI/financial impact analysis.
- Partnering across production, maintenance, quality, logistics, planning, and procurement to drive continuous improvement.
- Leadership and direct supervisory experience — mentoring, coaching, performance reviews, and review of team deliverables.
- Establishing business relationships and pursuing business development opportunities, including proposals and scoping.
- Evaluating, summarizing, organizing, and interpreting data.
- Establishing and cultivating business relationships and a professional network, including with senior executives.
- Successfully pursuing business development opportunities and identifying and implementing strategies to obtain new work or clientele.
- Ability to translate and communicate issues, risks, or challenges to client personnel, including executives.
- Leadership and direct supervisory experience of teams including conducting performance appraisals, mentoring and coaching, oversight and review of work, coordination across teams, and understanding how to motivate.
Note some duplicates: leadership appears twice; we can keep both but maybe combine? The instruction: preserve ALL substantive information; do not invent or summarize away detail. Duplicated lines: we should remove duplicated lines. There is a duplicate "Leadership and direct supervisory experience". We should keep only one instance? The instruction: "Remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions." So we should remove duplicated lines. So we need to deduplicate.
Thus we keep one "Leadership and direct supervisory experience — mentoring, coaching, performance reviews, and review of team deliverables." and maybe the other longer one is similar but more detailed; they are not exact duplicates but both about leadership. The second is "Leadership and direct supervisory experience of teams including conducting performance appraisals, mentoring and coaching, oversight and review of work, coordination across teams, and understanding how to motivate." That's not identical but similar. Are they considered duplicated lines? Probably not exact duplicate; but they are similar. The instruction says duplicated lines, not similar. We'll keep both as they add detail.
But we might combine to avoid redundancy? Safer to keep both as they are not identical strings.
Now "Your Educational And Professional Qualifications": list:
- Bachelor's degree in a relevant field (Engineering, Supply Chain, Operations, or Business); real-world experience is the primary requirement.
- 5+ years in Consulting, Manufacturing, Operations Technology, Manufacturing AI, Digital Twins, or related fields, in professional services or industry (Manager toward the lower end of this range; Senior Manager more experienced).
- Direct exposure to plant floor operations and operations technology; broader exposure to warehousing, logistics, planning, or procurement is a plus.
- Demonstrated ability to use data & AI to solve manufacturing problems and connect solutions to measurable business value.
- Proficiency in AI tools (ChatGPT, Claude, Copilot, NVIDIA, Microsoft Data Foundry or equivalent) and the Microsoft ecosystem (Microsoft 365, Excel, Power BI, Azure/Fabric-based data & AI tooling).
- Solid grasp of manufacturing financials (cost analysis, ROI) and strong communication skills for translating data into insights for plant floor and management audiences.
- Professional certification (CPM, CPSM, CSCP, CPIM, PMP, TPM, Six Sigma/Lean Six Sigma, or similar) strongly preferred.
Now Benefits: list:
- Employees are eligible for medical, dental, and vision coverages, FSA and HSA healthcare accounts, life and accident insurance, adoption and fertility assistance, paid parental leave up to 10 weeks, and short/long term disability.
- We offer eligible employees a company 401(k) savings and investment plan with an employer match of 50% on the first 6% of your contributions.
- We provide Choice Time Off (CTO) for vacation, personal needs, and sick time. The amount of (CTO) varies based on years of service. New hires receive up to 20 days of CTO per calendar year.
- Protiviti also recognizes up to 11 paid holidays each calendar year.
We could break into list items each sentence.
Pay: we have salary range, bonus target, total cash range. We'll put in
- ... each responsibility.
. Schedule: hybrid workplace description: "Protiviti practices a hybrid model, which is a combination of working in person with a purpose and working remotely. This model creates meaningful experiences for our people and our clients while offering a flexible environment. The ratio of remote to in-person requirements vary by client, project, team, and other business factors. Our people work both in-person in local Protiviti offices and on client sites, which can include local or out-of-state travel based on our projects and client requests and commitments. Starting salary is based on a full-time equivalent schedule." We'll put in
. Now we need to decide section headings. Possible sections: - About the role (maybe from "Where We Need You") - Responsibilities (from "What You Can Expect") - Requirements (from "What Will Help You Be Successful") - Qualifications (from "Your Educational And Professional Qualifications") - Skills (from "Do Your Talents Include the Following?") - Benefits - Pay - Schedule We must not create sections with filler. All have content. Now produce HTML. We'll start with
About the role
thenProtiviti is looking for a Manager to join our growing Supply Chain & Operations team.
ThenResponsibilities
thenRequirements
then- for the "What Will Help You Be Successful" items:
- Genuine interest in production/manufacturing, warehousing and fulfillment, and maintenance/asset reliability operations — and in applying AI as a strategic tool to improve them.
- Comfortable interfacing credibly with CTO, Data, and Digital leadership, translating between operations, technology, and executive audiences.
- Strong project management and team leadership instincts, with a passion for building client relationships and developing others.
- Interest in business development — client proposals and strategies to win new work.
Now
Qualifications
then- for qualifications list.
Now
Skills
then- for the long list of demonstrated