Human Centred Analytics
Human centred Data Analytics & AI is about developing technologies that lead to a better world. It requires that we consider the ethical implications of the work we engage in to decide whether, on balance, it will improve things for an environment or community. It is about putting, or recognizing, the “humans in the loop”. That is, never forgetting that there are human beings represented in the data we are working with, and potentially affected by the actions our solutions enable.
It is about considering the humans at every stage of the project, from deciding whether it’s a good idea in the first place, to thinking about how you will deal with unintended consequences (the ones you weren’t able to anticipate and mitigate).
It is also about good hygiene and getting the basics (privacy, informed consent, usability and trustworthiness) right. In two words it’s about being ethical and purposeful in the way we bring new products into the world.
You may be surprised by how achievable these goals are in most organizations. There are technologies that can help improve certain capabilities such as data privacy risk management, but this is predominately about raising awareness and changing of perspectives, requiring process refresh and skills development to embed new ways of approaching and governing data science projects.
We work with a network of like minded practitioners in research and industry that bring different experience, tools and perspectives. If you’re working with data and interested in learning more, or have been working in this space for a while and would like to exchange ideas, get in touch, we’d love to hear from you.
Featured Articles

"Implementing Next Generation Privacy and Ethics Research in Education Technology"
Recently published in the British Journal of Education Technology (BJET), and written by our Director Ruth Marshall, describes a comprehensive set of Privacy Enhancing Technologies and Ethical Data Analytics Framework developed for a multi-disciplinary learning analytics research project.
![TKDA in CIC[41546] Dr Theresa Anderson](https://www.hoc.one/wp-content/uploads/2021/11/TKDA-in-CIC41546.png)
“Making the Invisible Visible: Enacting a Vision for Augmented Intelligence”
This article by friend and collaborator Dr. Theresa Anderson gives an insight into how a government department developed ethical work practices with social informatics education.
Blog
The Responsible Service of Data
11 minute read,
There are many dimensions to the ethical use of data. More often than not, discussions of data ethics pivot around data privacy and security, and specific applications such as Artificial Intelligence (AI) and automation. Yes, there are important ethical considerations in each of these areas, but, to be a responsible server of data, we should be thinking of a multitude of ethical considerations from the moment the data comes into our orbit. Doing so will make us all better data practitioners, generating more useful and reliable data products, ethically.
Resources
Human centered analytics is a widely researched subject with growing industry adoption. This small selection of links will help get you on the learning path if you’re new to the subject. If you have a resource that you think should be here we’d love to hear from you.
Overview and explainers of human-centerd AI and Analytics.
Human-Centred AI: Bridging the gap between ethics and practice (researchfeatures.com)
Carnegie-Mellon University, National AI Engineering Initiative: Human-centered AI
Towards Human-Centered Explainable AI: the journey so far (thegradient.pub)
Human-Centered Artificial Intelligence: Three Fresh Ideas (aisnet.org)
Emerging Australian and international standards and guidelines for human-centric and ethical practice.
Australia’s AI Ethics Principles | Department of Industry, Science, Energy and Resources
EU guidelines on ethics in artificial intelligence: Context and implementation (europa.eu)
Code of Ethics and Standards | Data Science Professionals | USDSI
A selection of research centres around thre world to give you a taste of the different ways the issues are being approached. Note: Hocone is not associated with any of these organisations.
Welcome to UTS Human Centred AI (HCAI) Home (hcai-lab.org)
Human-Centred AI Lab – Human-Centred AI Lab (monash.edu)
Human-Centered Artificial Intelligence – HCIL (umd.edu)
Humane AI | Human-Centered Artificial Intelligence (humane-ai.eu)