The scoreboard, honestly: the hard targets, how often each one is actually looked at,
and the quiet human signals that never make it onto a dashboard.
Process Automation & Efficiency
The amount of manual reporting or data preparation work automated by your team's solutions.
Target · Automate 15+ hours of manual work per month for the team, or reduce processing time for key reports by 20%.Your team builds a Python script that pulls carrier data directly, saving 20 hours a month that used to be spent downloading and cleaning spreadsheets. Or, you streamline a weekly inventory report from 8 hours to 1.5 hours.
Project Delivery & Impact
Successful delivery of complex analytics projects on time and within scope, with clear, measurable business outcomes.
Target · Successfully deliver 90% of assigned analytics projects on time and within scope, leading to at least £500K in identified or realised savings annually.You lead a project to optimise warehouse picking routes, delivering a model that reduces picking time by 15% and saves £600K in labour costs over a year. Or, you integrate new data from a logistics platform, enabling a new cost-saving analysis.
Forecast Accuracy Improvement
The improvement in accuracy of key operational forecasts (e.g., demand, transit times) driven by your models.
Target · Improve Mean Absolute Percentage Error (MAPE) on key product demand forecasts by 10% year-over-year.Your updated demand forecasting model reduces forecast errors from 15% to 13.5% for our top 20 SKUs, leading to better inventory planning and fewer stockouts.
Team Mentorship & Development
The growth and development of the junior analysts you lead and mentor.
Target · Mentor at least two L1/L2 analysts, resulting in their successful completion of major projects or readiness for promotion within 12-18 months.One of your mentees, with your guidance, successfully takes ownership of the weekly OTIF report, including presenting findings to regional directors, showing clear growth in their autonomy and impact.
Operational KPI Contribution
Direct contribution of your team's analytics initiatives to improvements in core operational metrics.
Target · Analytics initiatives directly contribute to a 5% improvement in a key metric like On-Time In-Full (OTIF) or Inventory Turns for a specific region.Your analysis identifies a bottleneck in a specific distribution centre, and after implementing your recommended changes, the OTIF for that region improves from 92% to 97% over six months.
Strategic Influence & Credibility
How often your insights are sought out by senior leadership and how much your recommendations genuinely shape strategic decisions.
- You're regularly invited to strategic planning meetings, not just to present data, but to help define the problems. Senior leaders proactively ask for your opinion on complex operational issues. Your recommendations are frequently adopted and implemented, even when they challenge existing assumptions. People trust your numbers, frankly.
Technical Leadership & Best Practices
Your ability to set and enforce high technical standards for data quality, coding, and analytical methodologies within your team.
- Your team consistently produces clean, well-documented code and analyses. You're the person who establishes and champions new best practices for data modelling or visualisation. Other teams might even look to your team's work as a benchmark for quality. You're seen as the go-to expert for technical challenges.
Proactive Problem Identification
Your knack for spotting potential operational issues or opportunities in the data before they become major problems or explicit requests.
- You regularly bring new, un-requested insights to your manager or operations leads that lead to investigations or new projects. You're not just answering questions
- you're asking the right ones based on what the data is telling you. You're always looking for the 'next big thing' we should be analysing.
Cross-Functional Collaboration
How effectively you work with other teams (IT, Finance, regional ops) to get the data you need and ensure your insights are understood and acted upon.
- You're known for building strong relationships across the business. Other teams actively seek your input and are happy to share data with you. You can bridge the gap between technical details and business needs, making sure everyone's on the same page. You're good at getting people to agree, even when it's tricky.