'ABC institution' keeps tracks of student's performance in each test to identify student weakness and strengths in each subject. It provides a comprehensive report of the performance of the students. The students data set shows students' performance in a particular test.
The student's dataset that can be downloaded from this site consists of columns such as 'Roll No', 'Student Name', 'Subject 1 Marks', 'Subject 2 Marks', 'Subject 3 Marks', 'Subject 4 Marks', 'Total', 'Grade'. The dataset has to be cleaned for analysis and machine learning. Students' performance dashboard can be created to report the performance of the students. The students performance can be analysed and students performance dashboard can be created to visualize.
'ABC Company' produces certain products for which it gets orders from its customers. It follows JIT (Just in Time) inventory to increase its operational efficiency. That is, it produces the products whenever any customer places the order. It keeps tracks of the inventory by recording the orders and inventory data.
The warehouse management datasets that can be downloaded from this site includes columns: ‘Order ID', 'Product ID', 'Date of Order', 'Total Units', 'Units demanded', 'Stock Status', 'Time delay for restock (in days)', 'Warehouse space for the product (in sq ft)', 'Total Warehouse Space (in sq ft)'. The demand trend and stock out can be predicted from the dataset by using isolation forest algorithm and random forest algorithm respectively. The dataset can be analysed for KPIs (Key Performance Metrics) such as space use in warehouse, inventory accuracy, inventory sales ratio.
Environment faces hazards due to high carbon emissions, non-biodegradable products and so on. To solve such problems several companies all over the world are taking initiatives in the form of awareness campaigns, environmentally friendly products, eco labelling, recyclable packaging and so on. These initiatives have brought and will continue to bring some improvements in environment by which we expect to prevent future natural calamities caused by environmental destruction. These green marketing or sustainability initiatives can also increase company reputation and ensure adherence to corporate social responsibilities. The green marketing initiatives can also protect the natural habitats of wild life to help prevent their extinction.
The Green marketing: Sustainability dataset that can be downloaded from this site includes columns: ‘Country', 'Continent', 'Company Name', 'Sector', 'Company Type’, 'Longitude', Latitude', ‘Sustainability initiatives', 'Green Purchase intention', 'Green Purchase behaviour'. The gap between 'Green Purchase intention' and 'Green Purchase behaviour' can be identified and predicted. The dataset can be analysed for the countries that are involved heavily in green marketing, the sectors and company types that contribute heavily to sustainability, the continents that are most green and so on.