Trade Inventory Simulation for Sell-Out Data
Element / Retail – Trade Inventory Simulation for Sell-Out Data Trade Inventory Simulation for Sell-Out Data Problem : Simulating sell-out data was a manual and fragmented process. Older simulation versions were hard to track, validation was time-consuming, and collaboration between departments lacked transparency. Solution : A React-based frontend with GCP backend allowed users to simulate […]
Local Currency Conversion in Sales Dashboard
Element / Retail – Local Currency Conversion in Sales Dashboard Local Currency Conversion in Sales Dashboard Problem : All KPI values were displayed in GBP on Power BI dashboards, creating confusion for regional sales and marketing teams in interpreting localized performance. Solution : A PySpark-based solution was integrated to convert KPIs to local currencies (USD, […]
Automated Nielsen Product Mapping
Element / Retail – Automated Nielsen Product Mapping Automated Nielsen Product Mapping Problem : Manually mapping Nielsen product data to regional sales datasets led to inconsistent KPIs and heavy dependence on the support team. Mistakes in mapping degraded dashboard accuracy and triggered frequent incident reports. Solution : An NLP-powered pipeline was developed to automatically read […]
EU PDS Dashboard Performance Optimization
Element / Retail – EU PDS Dashboard Performance Optimization EU PDS Dashboard Performance Optimization Problem : The EU PDS dashboard consumed 1.28 billion records daily from eFundamentals, leading to long pipeline run times (6 hours) and high Azure compute costs. This slowed reporting and escalated operational costs. Solution : Pipeline optimization was performed using Spark-native […]
Taxonomy Mapping Automation for Navigation Scores
Element / Retail – Taxonomy Mapping Automation for Navigation Scores Taxonomy Mapping Automation for Navigation Scores Problem : Manual updates to the taxonomy mapping file each Mars period often resulted in missed schedules, data quality issues, and stale navigation scores in Power BI dashboards. These delays impacted stakeholder trust and reporting reliability. Solution : An […]
Localized Sales Insights through Currency Conversion
Element / Retail – Localized Sales Insights through Currency Conversion Localized Sales Insights through Currency Conversion Problem : The Power BI Sales Dashboard displayed all KPIs in GBP, making it difficult for marketing and sales teams to interpret performance across international regions. A lack of currency differentiation led to confusion in evaluating regional metrics. Solution […]
Intelligent Automation for Nielsen Data Mapping
Element / Retail – Intelligent Automation for Nielsen Data Mapping Intelligent Automation for Nielsen Data Mapping Problem : Manual mapping of Nielsen product data with sales data across regions was highly labor-intensive and error-prone. Support teams spent significant time correcting mismatches, and stakeholders had to raise incidents for data correction. This inefficiency impacted KPI reliability […]
Trade Inventory Simulation Platform
Element / Retail – Trade Inventory Simulation Platform Trade Inventory Simulation Platform Problem : Sell-out data simulations were manual, lacked version control, and took significant time to validate. Cross-department collaboration suffered due to low transparency. Solution : A React-based interface supported by a GCP backend allowed users to simulate sell-out scenarios. Users could compare KPIs […]
Psychological Pricing Impact with Round Price Simulator
Element / Retail – Psychological Pricing Impact with Round Price Simulator Psychological Pricing Impact with Round Price Simulator Problem : Marketing teams needed insights into how rounded price thresholds (e.g., €1.99 vs. €2.00) impacted sales volume to drive promotion effectiveness. Solution : Historical sales data was analyzed over 3 years. Sales volume changes were grouped […]
Sales Dashboard Currency Localization
Element / Retail – Sales Dashboard Currency Localization Sales Dashboard Currency Localization Problem : Sales dashboards displayed all KPIs in GBP, limiting the ability of regional sales and marketing teams to analyze performance in local currencies. Solution : A PySpark script was implemented to convert KPIs into local currencies (USD, EUR, MEA). Changes were tested […]