Client Analysis Dashboard

We have built an internal dashboard to better understand our sales targets and statuses. This function is growing in our business and we now need to understand how we can enhance this product and where the gaps in data are to bring it to another level of analysis. The long term goal for this dashboard is to create a predictable forecast in sales and requirements. We have a code repository we can share for this work as well as internal resources for support. The following tasks will be required for this project. - data gap analysis- data visualization- data modeling

Data to map the energy sector

The main goal for the project is to create an analysis of companies involved in the energy sector using publicly available data. The students are expected to collect and organize data from various sources to create a comprehensive map of the energy sector. The outcome of the project should be a detailed analysis of the companies involved in the energy sector. This data will then be used by the data science and marketing teams. This analysis will provide valuable insights for the company, helping it make informed decisions about investments and partnerships in the energy sector.

Strategic data science software development roadmap - features and ideas

The main goal for this project is to develop a strategic data science software development roadmap for Sofvie, a company that specializes in occupational health and safety. The goal is to identify research questions of interest and set a roadmap for the development of future modules.The problem that students will be solving is to determine how the various elements that Sofvie works with can be integrated to support the data science team in their efforts to improve occupational health and safety. This will involve hypothesis testing to see if variables are related and describing ideas for future modules at the intersection of our data (what we can figure out) and helping build future development plans. This roadmap will include specific modules and features that can be implemented in the future, and will be based on research questions of interest and the integration of various elements that Sofvie works with.

Time series analysis

For this project, students will be tasked with using Python, SQL, and PySpark to analyze occupational health and safety data and make predictions. The goal of the project is to use time series analysis techniques to identify trends and patterns in the data, and to develop models that can be used to make informed predictions about future incidents and accidents.Once the data has been analyzed, students will need to use time series analysis techniques to identify trends and patterns, and to develop predictive models that can be used to forecast future incidents and accidents. These models may be implemented using machine learning algorithms or other statistical methods.Finally, students will need to present their findings and recommendations to stakeholders, possibly in the form of a report or presentation. This may involve creating visualizations or dashboards to help communicate the results of the analysis.

Refactoring and Documentation of Python Code

The main goal for this project is to improve the maintainability and understandability of an existing Python codebase by refactoring and documenting it. The problem that students will be solving is to take existing code that may be difficult to understand or modify, and make it more organized, efficient, and clear. By the end of the project, students should have improved the codebase so that it is easier for other developers to understand and work with, and more likely to be sustained in the long term. The outcome that is expected to be achieved for the company by the end of the project is a more robust and maintainable codebase that can be more easily updated and extended to meet new requirements.

API Development and Data Analytics

This project is a critical component in our data analytics journey which will help us save lives. By enabling a strong API we can then transform data into wisdom. Analyzing our incident, training, compliance and hazard data we can predict and prevent injuries and life changing events. We are open to your ideas and feedback for this noble cause.

Data Science Team HR

The main goal for the project is to gain insight into the HR aspect of the data science team, including roles and tasks. The project will likely involve researching and analyzing data related to data science team dynamics, and may include interviews with team members to gather more information. The end goal is to help Sofvie improve the efficiency and effectiveness of their data science team.

Generating interactive network graphs in Python

The main goal of this project is to create interactive network graphs in Python using JSON data and serve them through FastAPI and the web. The students will be expected to use their programming skills to extract and process the data from the JSON files, and then use a library such as NetworkX or Plotly to create the network graphs. They will also need to implement the necessary code to serve the graphs through FastAPI and the web, possibly using a framework like Flask. The end result should be a set of interactive network graphs that can be accessed and interacted with through a web interface.