Tag Archives: ethics

Suggested Reading: Imbecility, Replication Crisis, IoT and more

Some links I thought worth reading the past few days

Suggested Reading: Open Science, Apologies, Dark Patterns and more

Some links I think worth reading today.

Ethics by Design

Ethics by design is adding ethical choices and values to a design process as non-functional requirements, that then are turned into functional specifications.

E.g. when you want to count the size of a group of people by taking a picture of them, adding the value of safeguarding privacy into the requirements might mean the picture will be intentionally made grainy by a camera. A more grainy pic still allows you to count the number of people in the photo, but you never captured and stored their actual faces.

When it comes to data governance and machine learning Europe’s stance towards safeguarding civic rights and enlightenment values is a unique perspective to take in a geopolitical context. Data is a very valuable resource. In the US large corporations and intelligence services have created enormous data lakes, without much restraints, resulting in a tremendous power asymmetry, and an objectification of the individual. This is surveillance capitalism.
China, and others like Russia, have created or are creating large national data spaces in which the individual is made fully transparent and described by connecting most if not all data sources and make them accessible to government, and where resulting data patterns have direct consequences for citizens. This is data driven authoritarian rule.
Europe cannot compete with either of those two models, but can provide a competing perspective on data usage by creating a path of responsible innovation in which all data is as much combined and connected as elsewhere in the world, yet with values and ethical boundaries designed into its core. With the GDPR the EU is already setting a new de-facto global standard, and doing more along similar lines, not just in terms of regulations, but also in terms of infrastructure (Estonia’s X-road for instance) is the opportunity Europe has.

Some pointers:
My blogpost Ethics by Design
A paper (PDF) on Value Sensitive Design
The French report For a Meaningful Artificial Intelligence (PDF), that drive France’s 1.5 billion investment in value based AI.

FOSS4G Keynote: Open Data for Social Impact

Last week I had the pleasure to attend and to speak at the annual FOSS4G conference. This gathering of the community around free and open source software in the geo-sector took place in Bonn, in what used to be the German parliament. I’ve posted the outline, slides and video of my keynote already at my company’s website, but am now also crossposting it here.

Speaking in the former German Parliament
Speaking in the former plenary room of the German Parliament. Photo by Bart van den Eijnden

In my talk I outlined that it is often hard to see the real impact of open data, and explored the reasons why. I ended with a call upon the FOSS4G community to be an active force in driving ethics by design in re-using data.

Impact is often hard to see, because measurement takes effort
Firstly, because it takes a lot of effort to map out all the network effects, for instance when doing micro-economic studies like we did for ESA or when you need to look for many small and varied impacts, both socially and economically. This is especially true if you take a ‘publish and it will happen’ approach. Spotting impact becomes much easier if you already know what type of impact you actually want to achieve and then publish data sets you think may enable other stakeholders to create such impact. Around real issues, in real contexts, it is much easier to spot real impact of publishing and re-using open data. It does require that the published data is serious, as serious as the issues. It also requires openness: that is what brings new stakeholders into play, and creates new perspectives towards agency so that impact results. Openness needs to be vigorously defended because of it. And the FOSS4G community is well suited to do that, as openness is part of their value set.

Impact is often hard to see, because of fragmentation in availability
Secondly, because impact often results from combinations of data sets, and the current reality is that data provision is mostly much too fragmented to allow interesting combinations. Some of the specific data sets, or the right timeframe or geographic scope might be missing, making interesting re-uses impossible.
Emerging national data infrastructures, such as the Danish and the Dutch have been creating, are a good fix for this. They combine several core government data sets into a system and open it up as much as possible. Think of cadastral records, maps, persons, companies, adresses and buildings.
Geo data is at the heart of all this (maps, addresses, buildings, plots, objects), and it turns it into the linking pin for many re-uses where otherwise diverse data sets are combined.

Geo is the linking pin, and its role is shifting: ethics by design needed
Because of geo-data being the linking pin, the role of geo-data is shifting. First of all it puts geo-data in the very heart of every privacy discussion around open data. Combinations of data sets quickly can become privacy issues, with geo-data being the combinator. Privacy and other ethical questions arise even more now that geo-data is no longer about relatively static maps, but where sensors are making many more objects as well as human beings objects on the map in real time.
At the same time geo-data is becoming less visible in these combinations. ‘The map’ is not neccessarily a significant part of the result of combining data sets, just a catalyst on the way to get there. Will geo-data be a neutral ingredient, or will it be an ingredient with a strong attitude? An attitude that aims to actively promulgate ethical choices, not just concerning privacy, but also concerning what are statistically responsible combinations, and what are and are not legal steps in getting to an in itself legal result again? As with defending openness itself, the FOSS4G community is in a good position to push the ethical questions forward in the geo community as well as find ways of incorporating them directly in the tools they build and use.

The video of the keynote has been published by the FOSS4G conference organisers.
Slides are available from Slideshare and embedded below: