Demand forecasting

Operations research

Data mining

Machine learning

Engineering

Artificial intelligence

Multivariate statistics

Univariate

Information retrieval

Data science

Computer science

Big data

Search engine

Procedia Manufacturing

In this study, we first make a comprehensive literature review about the role of big data in healthcare industry, and the application of big data in demand forecasting. After that, we collect data from search engine and company to generate medical device demand forecasting approach. Then, we compare the proposed approach will univariate demand forecasting approaches. We find that search engine is a powerful way for patients to know the basic information about disease and the data are significantly correlated with the demand of medical devices. By introducing the big data into the forecasting model, the forecasting accuracy can be further improved. Therefore, we contribute to the knowledge by analyzing the role of bid data in healthcare supply chain. We also build a machine learning approach using search engine data to forecast the demand of medical device.

Forecasting Medical Device Demand with Online Search Queries: A Big Data and Machine Learning Approach