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Data Analyst (Forecasting/Statistical Modeling)

Company: Disability Solutions
Location: Ann Arbor
Posted on: July 2, 2024

Job Description:

Base Pay Range: $83,800.00 - $142,500.00 AnnuallyPrimary Location: USA-MI-Ann Arbor-KLAKLA's total rewards package for employees may also include participation in performance incentive programs and eligibility for additional benefits identified below. Interns are eligible for some of the benefits identified below. Our pay ranges are determined by role, level, and location. The range displayed above reflects the minimum and maximum pay for this position in the primary location identified in this posting. Actual pay depends on several factors, including location, job-related skills, experience, and relevant education level or training. If applicable, your recruiter can share more about the specific pay range for your preferred location during the hiring process. Company Overview KLA is a global leader in diversified electronics for the semiconductor manufacturing ecosystem. Virtually every electronic device in the world is produced using our technologies. No laptop, smartphone, wearable device, voice-controlled gadget, flexible screen, VR device or smart car would have made it into your hands without us. KLA invents systems and solutions for the manufacturing of wafers and reticles, integrated circuits, packaging, printed circuit boards and flat panel displays. The innovative ideas and devices that are advancing humanity all begin with inspiration, research and development. KLA focuses more than average on innovation and we invest 15% of sales back into R&D. Our expert teams of physicists, engineers, data scientists and problem-solvers work together with the world's leading technology providers to accelerate the delivery of tomorrow's electronic devices. Life here is exciting and our teams thrive on tackling really hard problems. There is never a dull moment with us. Group/Division The KLA Services team headquartered in Milpitas, CA is our service organization that consists of Service Sales and Marketing, Spares Supply Chain management, Field Operations, Engineering, Product Training, and Technical Support. The KLA Services organization partners with our field teams and customers in all business sectors to maintain the high performance and productivity of our products through a flexible portfolio of services. Our comprehensive services include: proactive management of tools to identify and improve performance; expertise in optics, image processing and motion control with worldwide service engineers, 24/7 technical support teams and knowledge management systems; and an extensive parts network to ensure worldwide availability of parts.Job Description/Preferred QualificationsJob DescriptionContinuous improvement of spares demand forecast process: Our business supports a wide range of spare parts profiles; from nuts and bolts to highly sophisticated optics/lasers/high precision mechanical devices/etc and from lumpy/sporadic demand patterns to consistent/smooth.Below is what you will be doing to drive improvements to our parts forecasting processes:Supervise our planning system's forecast accuracy, partner with others in the organization to drive forecast improvements accordingly:

  • Perform forecast accuracy analysis to identify common threads where system forecasting accuracy needs improvement
  • Diagnose system forecast accuracy issues, partner with our planning team on system override processes where appropriate to improve accuracy and/or mitigate risk
  • Based on the findings, partner with the system integration team to refine the system forecast algorithm as neededDemand forecast analysis on critically important parts: Characterize our customer demand to uncover the key drivers of demand. Build forecasting plan:
    • Perform part survival analysis (Kaplan-Meier survival analysis and/or similar methods), apply survival regression models to predict future survivability
    • Analyze demand characteristics across the fleet that behave differently as to be partitioned in analysis (ex. different customers, products, contractual entitlements=, etc)
    • Review findings with the part planner / engineering to raise awareness about our products as well as validate assumptions prior to building forecast models
    • Build demand forecasts for critical parts by applying the aforementioned analysis to available forecasting tools
    • Assist in the development and refinement of forecasting tools in order to best leverage the insights uncovered through demand analysisSupport Monte Carlo simulation modelling efforts by sampling fleet demand based on a combination of demand forecast and historic data:
      • Help build a scalable approach to sample demands to be used in Monte Carlo simulations (designed to evaluate the logistics spend and customer experience based on our supply chain network design and plan investment)
      • The sampled demand would reflect the fleet demand characteristics based on historic dataQualifications
        • Educational background in Data Science, Data Analytics, IT or related
        • Manufacturing, Supply Chain, Military or related industry experience required
        • Validated background in statistics and probability theory
        • Experience in conducting statistical analysis with a scripting language such as Python, R, MATLAB, SAS, etc.
        • Ability to quickly learn new/different languages/technologies/etc (including SQL)
        • Communicate technical information to management and non-technical business partners
        • Collaborate with team members to share knowledge and interconnect solutions
        • Experience with writing SQL a plus
        • Experience with Snowflake a plus
        • Experience with Business Intelligence tools (Power BI, Tableau, Qlik, etc), experience with the Power BI / PowerPivot DAX language is a plusMinimum QualificationsBachelor's degree with +5 years' work experience, OR Master's degree with +3 years' work experienceThe company offers a total rewards package that is competitive and comprehensive including but not limited to the following: medical, dental, vision, life, and other voluntary benefits, 401(K) including company matching, employee stock purchase program (ESPP), student debt assistance, tuition reimbursement program, development and career growth opportunities and programs, financial planning benefits, wellness benefits including an employee assistance program (EAP), paid time off and paid company holidays, and family care and bonding leave. KLA is proud to be an Equal Opportunity Employer. We do not discriminate on the basis of race, religion, color, national origin, sex, gender identity, gender expression, sexual orientation, age, marital status, veteran status, disability status or any other status protected by applicable law. We will ensure that qualified individuals with disabilities are provided reasonable accommodation to participate in the job application or interview process, to perform essential job functions, and to receive other benefits and privileges of employment. Please contact us at or at +1-408-352-2808 to request accommodation.

Keywords: Disability Solutions, Ann Arbor , Data Analyst (Forecasting/Statistical Modeling), Professions , Ann Arbor, Michigan

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