MANUFACTURING
ENERGY DEMAND FORECAST
What amount of energy will we be using in the next hour or day?
- Time series of energy usage
- Exogenous data (e.g. weather data)
PREDICTIVE MAINTENANCE
Can we predict when a certain machinery will break down?
- Sensors’ data
- Manufacturing programs’ data
- Exogenous data (temperature, humidity)
QUALITY CONTROL
Can we calculate the probability of defect for our products?
- Manufacturing data (characteristics of the machines, workers, materials used)
- Workers’ data
- Exogenous data (weather, external production phases)
Marketing & CRM
ADVANCED CLIENT SEGMENTATION
Can we identify homogeneous groups of buyers?
- Purchasing behaviour
- Demographic data
MARKET BASKET ANALYSIS
Which other products can we offer to our clients?
- Purchase data
- Info on preferences (e.g.wish list)
PROPENSITY ANALYSIS
How likely is it that a prospect will buy from us?
- Cross-referencing of purchasing data and advertising/marketing data
SENTIMENT ANALYSIS
How do people talk about our firm on the internet?
- Social media posts and customers behavior
- Customers feedbacks
CHURN ANALYSIS
Which of our customers will churn and why?
- Time series of demand
- Exogenous data (promotional periods, holidays, sales)
FORECASTING
DEMAND FORECAST
How much demand for our products/services will we have in the next day/week?
- Time series of demand
- Exogenous data (promotional periods, holidays, sales)
PRICE PREDICTION
Can we predict price movements within our market of interest?
- Time series of prices
- Time series of exogenous data (promotional periods, holidays, sales)
BANKING AND INSURANCE
FRAUD DETECTION
Can we identify fraudulent transactions before they are carried out?
- Time series of transactions
- Examples of past frauds
CROSS-SECTORS
RESOURCE ALLOCATION
Can we predict in which areas we’ll have more demand for vehicles?
- Time series of shared vehicles demand
- Exogenous data (special events, strikes, concerts)
DOCUMENT CLASSIFICATION
Can we automatically classify our documents based on the content?
- Samples of documents to classify
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Dataskills operates comprehensively in the field of Data Science, helping you extract value from your data
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