Data Science Use Cases

Prepared ForPredictive Analytics SolutionObjective
Energy SectorEnergy ForecastingProduce more realistic energy forecasts.
Usage Anomaly DetectionDetect anomalies in usage patterns and to associate them with causes.
Asset ManagementDetecting and alerting anomalies in asset locationsIdentify and alert abnormal asset locations in order to optimise usage, reduce asset loss and minimise misuse.
Intelligent helpdesk schedulingImplement more cost effective asset and job schedules while improving user satisfaction.
Trend analysis and forecastingIdentify the trends in asset utilisation, demands and to generate forecasts.
Intelligent system health monitorMonitor all the components of the asset tracking system and generate alerts.
Car DealershipsIntelligent Advertising PredictionIdentify best vehicles to advertise to a given customer group to achieve the best sales revenue.
Demand prediction and forecastingManage the just-in-time supply of vehicles to customers with minimal costs and higher customer satisfaction.
Intelligent Vehicle Recommendation SystemFind the most tempting vehicle for a customer.
Workshop predictionsPredict and forecast workshop requirements.
Intelligent Workshop schedulingImplement more cost effective asset and job schedules while improving the user satisfaction.
ManufacturingMachine learning based delivery schedulingDynamically implement more cost effective schedules to fulfil delivery requirements.
Machine learning based demand - production - deliverySave costs by optimising production, storage and delivery plans while reducing waste.
Fraud prediction & detectionReduce fraud by predicting and detecting fraud via identification of associating factors.
Helping decision making by modelling & forecastingHelp decision making and capacity planning by modelling demands, anticipating changes, identifying trends and forecasting.
Energy DistributorDemand forecastingProduce more accurate short term and long term energy demand forecasts.
Fault prediction & classificationPredict future faults together with their categories and impacts in order to take necessary precautionary measures.
Trend analysis and forecasting for repair spare partsForecast repair spare parts requirements and improve parts utilisation.
Intelligent job schedulingImplement more cost effective asset and job schedules while reducing downtime.
Building ComplianceMachine Learning based Solution - Profile MatchingExpedite and assist the solution compilation process by identifying similar solutions and assessing the completeness of the compiled solutions.
Intelligent Task Scheduling & VisualisationSchedule tasks which will minimise costs, improve completion times while optimally meeting the expectations of all parties.
Automated Identification of Potential Customers, BrandFirstly, identify potential customers by automatically analysing internet resources such as news and social media. Secondly, assess the social sentiments on the company’s brand, competitors and related services.
Intelligent Staff – Task MatchingAllocation of staff skills to requirements in an optimal and cost effective manner.
Text Mining for Document Quality Compliance - FactuallEnsure all documentation is factually correct.
Telco - IP TelephonyMachine Learning based Traffic ProfilingPredict short term and long term future telecommunication traffic and system performances based on continuous study of traffic patterns.
Reconstruction of CommunicationsReconstruct and visualise end to end communication of a data or voice call.
Fault Prediction and AssociationsPredict future faults and their impacts in order to take necessary precautionary measures.
Anomaly Detection & Root Cause AnalysisFirstly, predict and detect anomalies and outliers of the entire network. Secondly, identify root causes of anomalies and faults.
Detailed Statistical ReportsQuantify and visualize interesting features extracted from data to help in decision making.
Non-Profit OrganizationsIntelligent Staff – Task MatchingAllocate staff and match skills to requirements in the optimal, most satisfying and cost effective manner.
Intelligent Task Scheduling & VisualisationSchedule tasks to minimise costs and improve the completion times while optimally meeting the expectations of all parties.
Trend Analysis & ForecastingPredict the short term and long term future of critical organisational parameters.
Anomaly and Outlier DetectionIdentify hidden anomalies and outliers.
Intelligent Advertising and Fund RaisingTo advertise in the most effective way and to improve fund raising by optimal campaigning.
Web OptimisationIncrease revenue and user attraction by optimising individual online experiences.
Retail/POSAdvanced Market Basket AnalysisIdentify interesting associations between items purchased by customers to enable real time marketing of items at the POS counter to increase revenue.
POS Anomaly DetectionDetect POS anomalies and fraud.
Trend Identification & ForecastingIdentify trends and patterns in POS data streams to optimise the operation and to predict future demand and resource requirements.
Video SurveillanceAutomated inspection of traffic recordingsIdentify and alert abnormal movement of vehicle traffic.
Automated classification of distracted driver.Identify distracted drivers who are using mobile phones while driving
Remote sensing and feature detection.Identify and classify image data received from remote sensing.
Anomaly detectionIdentify anomalies in crowd movements and environment
Video heat mapsIdentify and visualise crowd attraction
Web AnalyticsWeb Access Pattern Analysis & Personalized Content ReImprove sales by providing the most relevant content to cater for customer requirements.
Identifying Most Appealing & Competitive Features & PImprove sales by providing customers with the most appealing and competitive products.
Identifying Optimal Web ContentImprove the design of a customer facing website by identifying the most and least useful content and location of the website.
Automated Identification of Brand Sentiments and ComImprove the online brand name of an organisation by continuously monitoring the internet and identifying social sentiments.
Gov’t Social WelfareSocial Welfare Dependency PredictionIdentify the associating factors of social welfare dependency and factors to enable self-sufficient earnings.
Welfare Fraud & Anomaly DetectionPredict and identify welfare fraud and other hidden anomalies
Information Accuracy AnalyserDetect both intentional and unintentional imprecise information entries that lead to errors in decision making.
Trend Analysis & ForecastingPredict the short term and long term future of critical organisational parameters.
Intelligent Debt CollectorProvide the ability to recommend the best debt collection targets and plans
BanksCustomer Segmentation & Next Action IdentificationIdentify customer categories and products and to propose the correct products at the correct time.
Anomaly & Fraud DetectionDetect banking anomalies and fraud.
Identifying Optimal Web ContentImprove the design of customer facing website by identifying the most and least useful content and location/placement of the website.
Automated Identification & Monitoring of Brand SentimImprove the brand name of an organisation by continuously monitoring the internet and identifying social sentiments.
Online MonitoringMachine Learning based Traffic ProfilingPredict short term and long term future traffic and system performance based on the continuous study of traffic patterns.
Fault Prediction and AssociationsPredict future faults and their associated impacts in order to take necessary precautionary measures.
Communication ReconstructionProvide the ability to reconstruct and visualise end to end multi-protocol communications.