Use cases

Home » Use Cases

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

Are you looking for more?

Dataskills operates comprehensively in the field of Data Science, helping you extract value from your data

Sign up to our newsletter






I declare that I have read the privacy policy