Forecast Analyst

We need to output HTML fragment with sections: headings

for sections like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. Only include sections if posting has real specific content. We must not repeat job title as heading. Must not include Job ID etc. Must preserve all substantive info, remove boilerplate (Apply now, etc). Must not include cookie/navigation/legal/EEO etc. Must not include duplicated lines. Must not include Pay/Schedule/Benefits unless posting actually states them. The posting includes Salary Range: $87,200 - $96,400. That's pay info. So we can include Pay section. Schedule: The note says hybrid remote/office role, must report in person to Ada on Tuesdays through Thursdays as part of collaboration days. That's schedule info. So we can include Schedule section. Benefits: Not mentioned. So skip Benefits. About the role: we have description of what we need, what's special about this role, what's special about this team. Could combine into About the role or separate sections. We need headings for sections: About the role, Responsibilities, Requirements, Qualifications, Skills. We have content for each. Let's parse: - About the role: maybe a brief summary: "We need a Forecast Analyst to join our Global Demand Planning team and support Demand Planning activities across the ESAN / Central Asia / India region." plus "What's Special About This Role" and "What's Special About This Team". Could be part of About the role. - Responsibilities: The bullet list of duties: partner with regional stakeholders, develop/maintain forecasts, identify risks/opportunities, provide insights, work across markets/product categories, develop/analyze/maintain demand forecasts for new/existing products, improve forecast accuracy, bias, planning performance, partner with Local Markets, Center Marketing, Finance, Supply Chain, other cross-functional stakeholders to understand business drivers, promotions, product launches, risks, opportunities, use data/analytics to challenge assumptions, recommend forecast adjustments, communicate changes and impacts, support key Demand Planning initiatives and continuous improvement efforts, improve forecasting processes, strengthen planning discipline, increase effective use of Demand Planning tools and analytics, insights help improve product availability, support inventory and supply decisions, enable business to anticipate changing demand. - Requirements: maybe "Required Qualifications" includes degree and experience. Could be Requirements section. - Qualifications: maybe same as Required Qualifications? But we have both Required Qualifications and Skills To Be Successful In The Role. So we can separate: Requirements (maybe experience/education) and Qualifications (maybe knowledge of forecasting concepts). However the posting lumps "Required Qualifications" with degree, experience, knowledge of forecasting concepts, familiarity with predictive and statistical & ML/AI model concepts. Then "Skills To Be Successful In The Role" includes analytical problem-solving, communication, managing multiple objectives, relationship building. Thus we can map: - Requirements: BA/BS degree in ... Minimum 3 years' experience in a role working with data and interpretation of trends, preferably with background in Demand Planning or Supply Chain. - Qualifications: Knowledge of forecasting concepts and applications such as statistical and ML/AI modeling, incremental, cannibalization, attendant rationale, probabilities, etc. Familiarity with predictive and Statistical & ML/AI model concepts such as common model types, feature selection, supervised/unsupervised learning, overfitting, etc. - Skills: Analytical problem-solving and critical thinking skills. Ability to combine business acumen with analytical ability to sift effectively through available data, overlaying all this with technical competency to illustrate this analysis to senior-level stakeholders and the wider business. Effectively communicating and presenting complex technical data (both verbally and written) to influence all levels and global audiences; helps others understand technical data and translate it into actionable business insights. Ability to manage multiple concurrent objectives, projects, groups, or activities, making effective judgments as to prioritizing and time allocation. Ability to develop and maintain effective and productive relationships, including ability to influence, negotiate and manage conflicts effectively and constructively with clients, vendors and peers. - About the role: Could include the initial description and what's special about role and team. - Responsibilities: as described. - Pay: Salary Range: $87,200 - $96,400. - Schedule: hybrid remote/office, must report in person to Ada on Tuesdays through Thursdays as part of collaboration days. We must not include duplicated lines. Ensure we preserve all substantive info. Now produce HTML fragment with

headings and appropriate

or

• . Use

  for prose paragraphs. For lists, use

  • . Ensure we don't include empty sections. Let's craft. First, About the role: combine the initial paragraph and what's special about role and team into maybe multiple

    under same heading. We'll output:

    About the role

    We need a Forecast Analyst to join our Global Demand Planning team and support Demand Planning activities across the ESAN / Central Asia / India region. This role will partner closely with regional and market stakeholders to develop and maintain high-quality demand forecasts, identify risks and opportunities, and provide insights that support effective business and supply chain decision-making.

    What’s special about this role: you will be an important part of our Global Demand Planning organization, with primary responsibility for supporting the ESAN / Central Asia / India region. You will work across markets and product categories to develop, analyze, and maintain demand forecasts for both new and existing products while helping improve forecast accuracy, bias, and overall planning performance. You will partner with Local Markets, Center Marketing, Finance, Supply Chain, and other cross-functional stakeholders to understand business drivers, promotions, product launches, risks, and opportunities that may impact future demand. You will use data, analytics, and business insights to challenge assumptions, recommend forecast adjustments, and communicate changes and potential impacts to key stakeholders. The role will also support key Demand Planning initiatives and continuous improvement efforts, including improving forecasting processes, strengthening planning discipline, and increasing the effective use of Demand Planning tools and analytics. The insights you provide will help improve product availability, support inventory and supply decisions, and enable the business to better anticipate changing customer and market demand.

    What’s special about this team: The Global Demand Planning & Analytics Team is known for utilizing advanced analytics and enhanced Demand Planning tools to generate highly accurate product demand predictions. The application of advanced ML/AI modeling and analytics is expected to increase forecast accuracy, reduce bias, and, in turn, increase product availability. These actions will support our mission to provide the right product in the right place at the right time.

    Now Responsibilities: we could list bullet points. Let's extract responsibilities bullet list: - Partner closely with regional and market stakeholders to develop and maintain high-quality demand forecasts, identify risks and opportunities, and provide insights that support effective business and supply chain decision-making. - Work across markets and product categories to develop, analyze, and maintain demand forecasts for both new and existing products while helping improve forecast accuracy, bias, and overall planning performance. - Partner with Local Markets, Center Marketing, Finance, Supply Chain, and other cross-functional stakeholders to understand business drivers, promotions, product launches, risks, and opportunities that may impact future demand. - Use data, analytics, and business insights to challenge assumptions, recommend forecast adjustments, and communicate changes and potential impacts to key stakeholders. - Support key Demand Planning initiatives and continuous improvement efforts, including improving forecasting processes, strengthening planning discipline, and increasing the effective use of Demand Planning tools and analytics. - Provide insights that help improve product availability, support inventory and supply decisions, and enable the business to better anticipate changing customer and market demand. We could combine some overlapping but keep. Now Requirements: degree and experience.

    Requirements

    • BA/BS degree in Mathematics, Data Analytics, Economics, Statistics, Supply Chain, Business Administration, or a related field.
    • Minimum 3 years’ of experience in a role working with data and interpretation of trends, preferably with a background in Demand Planning or Supply Chain.
    Qualifications: forecasting concepts knowledge.

    Qualifications

    • Knowledge of forecasting concepts and applications such as statistical and ML/AI modeling, incremental, cannibalization, attendant rationale, probabilities, etc.
    • Familiarity with predictive and Statistical & ML/AI model concepts such as common model types, feature selection, supervised/unsupervised learning, overfitting, etc.
    Skills: list.

    Skills

    • Analytical problem-solving and critical thinking skills.
    • Ability to combine business acumen with analytical ability to sift effectively through available data, overlaying all this with technical competency to illustrate this analysis to senior-level stakeholders and the wider business.
    • Ability to effectively communicate and present complex technical data (both verbally and written) to influence all levels and global audiences; helps others understand technical data and translate it into actionable business insights.
    • Ability to manage multiple concurrent objectives, projects, groups, or activities, making effective judgments as to prioritizing and time allocation.
    • Ability to develop and maintain effective and productive relationships, including ability to influence, negotiate and manage conflicts effectively and constructively with clients, vendors and peers.
    Pay: Salary Range.

    Pay

    Salary Range: $87,200 - $96,400

    Schedule: hybrid remote/office, must report in person to Ada on Tuesdays through Thursdays as part of collaboration days.

    Schedule

    This position is a hybrid remote/office role, and you must be able to report in person to Ada on Tuesdays through Thursdays as part of our collaboration days.

    We should not include any other sections like Benefits. Check for duplication: We have repeated some content in About the role and Responsibilities. Might be okay but we should avoid duplication. The About the role already includes many responsibilities. Could we trim About the role to just a brief overview and keep Responsibilities detailed? The instruction: preserve ALL substantive information; do NOT invent or summarize away detail. So we need to keep all info, but we can organize to avoid duplication by not repeating same sentences verbatim. However if we split, we risk losing some info if we omit. We need to ensure all info appears somewhere. Let's list all substantive info from posting: - Job Title: Forecast Analyst (but we don't repeat as heading) - Posting Start Date: 9/22/26 (maybe minor metadata, can be dropped or folded into short p) - Posting Location: Ada (Grand Rapids), MI (maybe minor) - Requisition ID: 43520 (drop) - Department / Division: Global Demand Planning / Global Supply Chain (maybe part of About the role) - Salary Grade: EX2 15 (maybe minor) - Salary Range: $87,200 - $96,400 (Pay) - Location: Ada, MI (duplicate) - Note about hybrid remote/office, must report in person to Ada on Tuesdays through Thursdays as part of collaboration days (Schedule) - What Do We Need: we need a Forecast Analyst to join our Global Demand Planning team and support Demand Planning activities across the ESAN / Central Asia / India region. This role will partner closely with regional and market stakeholders to develop and maintain high-quality demand forecasts, identify risks and opportunities, and provide insights that support effective business and supply chain decision-making. (this is a responsibility) - The ideal candidate will bring strong analytical capabilities, an understanding of forecasting and demand planning principles, and the ability to translate data and business inputs into actionable demand plans. (maybe skill/qualification) - What’s Special About This Role: (detailed responsibilities) - What’s Special About This Team: (team description) - Required Qualifications: degree, experience, knowledge of forecasting concepts, familiarity with predictive and Statistical & ML/AI model concepts. - Skills To Be Successful In The Role: analytical problem-solving, combine business acumen, communicating, managing multiple objectives, develop relationships. -