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Open Risk

@openrisk.mastodon.social.ap.brid.gy
35 followers 4 following 644 posts

The open future of risk management. Mostly posting and commenting on #OpenSource #SustainableFinance and #RiskManagement. * Open Risk Academy […] 🌉 bridged from ⁂ mastodon.social/@openrisk, follow @ap.brid.gy to interact

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Open Risk @openrisk.mastodon.social.ap.brid.gy · 20/10/2026
A new Open Risk Academy course is a deep dive into the #Overpass API, one of the main mechanisms for querying geospatial data from #Openstreetmap. The first part of the course covers underlying OSM concepts and the core elements of the #Overpass Query […] [Original post on mastodon.social]
A collage of various openstreetmap / overpass workflows illustrating schemas, maps and and query results
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 08/10/2026
The Financial Competences Ontology (FCO) is a #semanticweb framework that represents and categorizes financial competences. It lifts and extends the EU/OECD-INFE #financialcompetence framework. Description […] [Original post on mastodon.social]
Snapshot of the Financial Competences Ontology as visualized by WebVOWL. It shows the nodes of the ontology (classes) connected by links (relations between classes)
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 27/09/2026
The #Digital4Sustainability project created a framework to integrate digital and sustainability competences into fully-fledged educational programmes. In this post we explore how this conceptual competence framework can be integrated into the #Moodle LMS […] [Original post on mastodon.social]
Snapshot of a Moodle competence framework in action. It illustrates a hierarchy of competencies, with progressively more detailed specifications
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 26/09/2026
I will be joining and speaking at the European Digital Sustainability Skills Conference on 30 September 2026 in Brussels, organised by the #Digital4Sustainability project. We’ll discuss the Digital4Sustainability Alliance Community, how it can empower […] [Original post on mastodon.social]
Brochure of the European Sustainability Skills conference, the Voices from the Alliance session, engaging stakeholders and opportunities.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 25/09/2026
In a new post we start exploring how the #digital4sustainability competence framework can be expressed as a #semanticweb ontology. www.openriskmanagement.com/towards-… We review various relevant taxonomies […] [Original post on mastodon.social]
An ontology diagram of the digital4sustainability competence framework ontology. Lots of connected dots!
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 01/09/2026
In a new white paper we develop graph representations of decentralized (heterogeneous) Social Web networks. We build primarily on the machinery of multilayer networks with their associated tensor representations. We expand on the specialized subclass of […] [Original post on mastodon.social]
Visual representation of layer-disjoint multilayer framework that models a decentralized Social Web framework where Actors form distinct interacting Communities. Four layers are presented (four communities) as overlaping grids. Actors are represented as colored dots. Connections between Actors are directed edges (arrows).
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 04/08/2026
For much of the 20th century the car, even while being the cornerstone of capitalist economy and consumerist society had the aura of an empowering device, a means to escape, to be free. Today cars (like pretty much any device,) are turning into #bigtech […] [Original post on mastodon.social]
Image of a convertible car flying off a cliff. In the background a desert canyon landscape.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 30/07/2026
Very happy to announce that #OpenRisk joined the #Digital4Sustainability Community, a European initiative dedicated to advancing digital and #sustainability skills required to accelerate the twin transition. The transparency and empowerment of #OpenSource […] [Original post on mastodon.social]
Badge to indicate that Open Risk is now a member of the Digital4Sustainability Community

Digital4Sustainability is a project funded under the EU's Erasmus+ programme. The project is dedicated to accelerating the digital and green transitions  (the so-called twin transition), both within the ICT sector and across European industries. 

The project mission is to develop and implement innovative _training programmes_ that provide professionals and businesses with the skills and knowledge needed to thrive in a rapidly evolving landscape where digital technology and sustainability intersect.

We pledge to actively support the objectives of the Digital4Sustainability Alliance Community by sharing knowledge, contributing to best practice exchange, and promoting lifelong learning opportunities that address the skills needed for Europe’s twin transition.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 27/06/2026
Was surprised to see a rather "unusual" warning when running mkdocs build for a project. Can anybody (who knows the circumstances more deeply) summarize the #mkdocs vs #zensical drama? (the root causes, as seen by a dispassionate third party 😅 ). On the […] [Original post on mastodon.social]
 │  ⚠  Warning from the Material for MkDocs team
 │
 │  MkDocs 2.0, the underlying framework of Material for MkDocs,
 │  will introduce backward-incompatible changes, including:
 │
 │  × All plugins will stop working – the plugin system has been removed
 │  × All theme overrides will break – the theming system has been rewritten
 │  × No migration path exists – existing projects cannot be upgraded
 │  × Closed contribution model – community members can't report bugs
 │  × Currently unlicensed – unsuitable for production use
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 06/06/2026
In this post we explore a first set of data quality challenges towards a crowdsourced database of European #DataCenters. The core dataset we use comes from #OpenStreetMap (OSM). The ultimate aim is a comprehensive environmental footprint database ( #ODbL ) […] [Original post on mastodon.social]
A map of Europe that displays using markers all data center objects that are currently tagged as such in the OpenStreetMap databaseA histogram that shows the distribution of surface area for all OSM tagged data center objects for which we have an actual geometry. It shows both a large number of smaller datacenters and small number of very large so-called "hyperscale" data centers.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 29/05/2026
Collecting, processing and making sense of the public data can be a cumbersome exercise and there are important #dataquality issues to overcome before the results are meaningful. For this purpose we are developing functionality within the #opensource […] [Original post on mastodon.social]
Screenshot of working with geospatial data within the Equinox platform.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 29/05/2026
Incorporating accurate #geospatial data is essential both for identifying the environment in which #datacenters operate but also providing a rough indicator of capacity, following the so-called floor space proxy method. Various methodologies people use for […] [Original post on mastodon.social]
Screenshot of the key equations for estimating GHG emissions and water usage
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 29/05/2026
For those interested to dig into the topic, a review of the (rather technical) area of measuring #datacenters #environmental impact (GHG emissions, water usage), alongside the key literature references is available here. It highlights the challenges in […] [Original post on mastodon.social]
A diagram of a data center facility as a provider of digital services. While the central concept is clear enough, the way such facilities are embedded in economic structures can be very complex: enterprise, colocation and cloud data centers are embedded in different business models.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 29/05/2026
#EuroDaCe is a new project to compile a #crowdsourced database of public information about #datacenters, with a focus on facilities operating within Europe and towards estimating their environmental footprints (carbon and water usage). Critical geospatial […] [Original post on mastodon.social]
Screenshot of a Leaflet map of that displays all facilities in Europe that are annotated in OpenStreetMap as "data centers"
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 20/05/2026
The #openriskacademy course Introduction to #GeoJSON has been updated This course is a CrashProgram (short course) introducing the GeoJSON specification for the encoding of #geospatial features. The course is at an introductory technical level. It requires […] [Original post on mastodon.social]
Visual representation of GeoJSON objects using the leaflet library and OpenStreetMap. A random cloud of location markers are shown around the 0 longitude, 0 latitute point (somewhere south of the coast of Nigeria)
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 15/05/2026
Complaining about how the world is collapsing is as old as humanity. The perceived misery of what was then modern urban life is palpable already in the epic of Gilgamesh, the first recorded story circa 2100 BCE 🤣 But at least folks used to enjoy a nice game […] [Original post on mastodon.social]
Photo of three elderly men playing some variation of backgammon game, outside on a sidewalk (possibly Paris)

Photo credit: https://www.flickr.com/people/ellie-yannis/

Account self-described as "A Paris born and educated, half Copt Egyptian, very attached to his country, living elsewhere, feeling having lost his roots"
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 06/05/2026
hey @protonprivacy On the occasion of launching your Proton Meet campaign (godspeed 🚀), a friendly suggestion that the fairly extensive social media strip you include in your emails manages not to include *any* non-adtech social media option. This is kinda […] [Original post on mastodon.social]
screenshot of a social media strip that includes links to all the usual adtech media suspects except mastodon or bluesky.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 30/04/2026
In Tokyo's inspiring 'emerging science' museum (the Miraikan) they have an exhibit where they ask any visiting Nobel Laureate to provide some piece of advice for young researchers getting into #science. What to focus on etc. So all the wise scientists shared […] [Original post on mastodon.social]
Photo of a quote by Muhammad Yunus that asks: "Would human beings survive another century from now? If not, why not, If yes, how"
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 26/04/2026
Carlo Rovelli is making the case in his book #anaximander that 600bc is when modernity really started. The Ionian Greek philosopher from Miletus was the first Homo Sapiens (indirectly attested) to seek explanations of reality without invoking mythical causes […] [Original post on mastodon.social]
Photo of Carlo Rovelli's book "Anaximander and the birth of science"
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 16/04/2026
@politipet what would be nice is to use the architecture diagram of atproto to indicate at a glance the dependencies. It would a great educational piece as well. @eurosky.social
architecture diagram of the atproto protocol, indicating the main services (data repos, event-logs, via and app services)
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 16/04/2026
#bluesky is currently down and one user didn't miss the opportunity to rub it in (on a status reporting site) 🤣
this is why you don't use ai to write code for your social media website
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 19/02/2026
#RiskManagement means different things to different people. In this post we explore truths about risk management that highlight both the challenges it is facing as a young discipline and the significant role it can play towards a sustainable future […] [Original post on mastodon.social]
1. Risks don’t fall from the sky. Nowadays they are generated by other People
2. Every risk manager has at least two Blind Spots
3. Risk Mitigation may open the door to new risks
4. The Pareto principle (20/80 rule) applies to risk management
5. Risk Quantification has unavoidable pathologies
6. Risk Accounting and how it is different from Financial Accounting
7. Risk Technology is essential for managing Risk in a complex world
8. Risk Management is a young discipline with fragmented scholarship
9. Risk Management is about the Future and its future is wide Open
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 15/02/2026
Many developers still treat #python as another programming language. But there are now many hints that we are witnessing a new phenomenon, a new mode of interacting with computers. Not as general but more widely accessible. Evidence the huge popularity of […] [Original post on mastodon.social]
Screenshot of the top most installed extensions in visual studio code. Python related extensions completely dominate. In particular jupyter notebooks seem very popular. Interestingly, the C++ extensions is also popular, challenging the notion that C++ is in decline.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 09/02/2026
#digitalssovereignty means both hardware and software sovereignty. You can't really separate these two. On the hardware side Europe has so thoroughly de-industrialized in the past decades it will take decades to recover (if ever). This has dramatic […] [Original post on mastodon.social]
An infographic illustrating the share of semiconductor production of various countries from 1990 onward. The initial dominance of US, Europe and Japan has gradually been erode by the emergence of Asian producers, first Taiwan and South Korea and later China
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 23/01/2026
If we enumerate possible design choices there are thousands of possible social media platforms - but is anyone actually good? Are better experiences to be found within this vast configuration space or do we need a more fundamental rethink? And how can we go […] [Original post on mastodon.social]
Simplified representation of a social media network as a set of nodes linked with edges
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 18/01/2026
The Open Risk Academy course "Introduction to Input-Output Models using Python" has been updated and expanded: www.openriskacademy.com/course/view… #python #sustainablefinance
Diagram depecing an input-output model using pictograms for sectors
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 14/01/2026
A new course is now available at the Open Risk Academy (free upon registration): The #FOSS Business Model Risk Canvas. The course is structured as a self-assessment tool for any team pursuing an #opensource business model and striving for financial […] [Original post on mastodon.social]
The FOSS Risk Canvas is a simplified description of an open source software business model. The objective is to help assess / stress test the different elements of the business in a systematic way, hopefully supporting achieving financial sustainability.

The diagram illustrates several such elements: Relationships, Value Propositions, Revenue, User Segmentation, Resources, Costs etc. arranged according to their conceptual relations.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 13/01/2026
As we move deeper into the 2nd quarter of the 21st century, it does not remotely look like the tech utopia we were once promised. The blueprint for humane and sustainable societies is still theoretical, still waiting for aspirational words to translate into […] [Original post on mastodon.social]
A quadrant diagram that organizes conceptually two important dimensions of technological development: on the vertical axis, the degree to which technology supports environmental sustainability and on the horizontal axis the degree to which it supports humane, democratic societies where digital tech is empowering rathern than subjugating and manipulating individuals. The lower left quadrant (inhumane and unsustainable is occupied by the USA). The upper left quadrant (inhumane but green) by China. The upper right quadrant, designated as "The Good Place" is empty. While there is aspirational talk about this being the desirable target, especially in the European Union, it remains very far from being an imminent reality.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 08/01/2026
When financial institutions report financed portfolio emissions on two successive periods there is an important question of explaining what has happened in between. In a blog post we discuss variability drivers of reported financed emissions of portfolios […] [Original post on mastodon.social]
A waterfall type diagram used to explain the differences between measurements happening at two different points in time
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 16/12/2025
In this post I express standard financial statements concisely using symbolic mathematical notation that substantially captures their numerical information content and the constraints being satisfied. The incidence matrix of an accounting graph helps derive […] [Original post on mastodon.social]
Concise represention of typical financial statements using mathematical expressions. The upper part lists the typical statements. The middle part has the essential content of statements expressed in equations. The lower part makes the connection with accounting graphs
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 08/12/2025
@ilumium I only see four links to social on the main website. In fact it is depressing to see *any* such links. It is an endorsment of private interests that would be unseemly in the best of cases: Why would European institutions promote specific private […] [Original post on mastodon.social]
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 26/11/2025
#google #chrome seems permanently a "top read" on the mobile #wikipedia app (for English language) Anybody have a clue why this might be happening? Everything else is typically current events. #askfedi
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 18/11/2025
When you move a wiki behind #cloudflare to avoid being hammered by AI bots, only for cloudflare to fold itself 🤦 #cloudflaredown
snapshot of cloudflare outage November 18 2025
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 12/11/2025
There is a saying in French: "good accounts make good friends". Contemporary #accounting is very far from being good, ignoring vital aspects of life in favor of stylized monetary figures. Alternatives are a long but worthwhile road to travel. In a new piece […] [Original post on mastodon.social]
Visual representation of quadruple-entry accounting (accounting that reconciles balances between entities) using a mathematical graph framework. The accounts of entities are nodes, their exchanges are edges. Transactions happen internally within the perimeter of entities or externally. The nature of directed graphs means that the double-entry balance requirements of standard accounting are satisfied naturally.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 03/11/2025
The Open Risk Academy course "21 Ways to Visualize a Timeseries" is a deep dive into the conceptual building blocks of 1D visualizations of timeseries data. The same dataset is illustrated in 21 different ways, showcasing the power and flexibility of […] [Original post on mastodon.social]
A collage of 21 different ways to visualize the same timeseries
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 31/10/2025
The Open Risk Academy course "Introduction to GeoJSON" introduces this popular format for the encoding of geospatial information #datascience #geospatial Description: www.openriskmanagement.com/academy-… Course […] [Original post on mastodon.social]
Visual representing GeoJSON objects from the Open Risk Acaademy course: An Introduction to GeoJSON. In four different panels the key elements of the format are illustrated.

This course is a CrashProgram (short course) introducing the GeoJSON format for working with geographical data. The course is at an introductory technical level. It requires some familiarity with data specifications such as JSON and a very basic knowledge of Python.

GeoJSON is widely adopted as format for representing geospatial features in web-based mapping applications. Many modern mapping geospatial visualization libraries, such as Leaflet and Mapbox, support GeoJSON natively.


## Course objectives

* You will be able to confidently discuss the geojson standard 
* You will be able to dive into geojson related development projects with confidence

The course is live at the [Open Risk Academy](https://www.openriskacademy.com/course/view.php?id=53).

## Brief Description 

* Step 1: In this first step of the course we start with a high level review of GeoJSON
* Step 2: In this step we review the elements of the GeoJSON specification in some detail with examples
* Step 3: In this step we will go over the _basics_ of using geojson in python
* Step 4: In this final step we cover a number of special topics that are quite useful to be aware of
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 30/10/2025
The Open Risk Academy course "Exploratory Risk Data Analysis Using Pandas, Seaborn and Statsmodels" introduces EDA using a classic credit data set. #datascience #python Description […] [Original post on mastodon.social]
Various visualizations of exploratory data analysis using the python matplotlib library
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 15/10/2025
New piece of functionality added to the Equinox platform: parsing and loading Eurostat's physical energy flow accounts (PEFA) as reference data towards sustainable portfolio management / #sustainablefinance github.com/open-risk/equinox
Snapshot of the web application Equinox, illustrating a database from physical energy flows (PEFA)
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 10/10/2025
A new white paper in the series on Sustainable Public Procurement: Making Use Of Environmentally Extended Input-Output Data #sustainablefinance #greenpublicprocurement www.openriskmanagement.com/sustaina…
Diagram representing the lifecycle of public procurement contracts
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 08/10/2025
In this post I discuss a simple, generic and portable format for disseminating Input-Output data, inspired from the graph representation of economic Input-Output matrices. It allows for a flexible and unified description which can be serialized into csv or an […] [Original post on mastodon.social]
A composite diagram illustrating a typical tabular representation of an economic input-output matrix, a graph representation of the same and finally a database table representation of the graph
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 16/09/2025
What can Inka Quipus teach us about data management? A blog post about the ingenious methods used by the ancient Inca culture to encode information and what insights we might draw from them today for #datascience The value of metadata, human readibility […] [Original post on mastodon.social]
Photo of a typical Inca Quipu, an ingenious device or ledger for storing information. It consists of a large number of strings all attached to a central string. Knots and other features (color, length) encode information.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 12/09/2025
The "timeline" interface on #bluesky and/or #mastodon is not particularly useful if you follow many infrequently posting accounts (the so called long-tail where the real beauty of online networks resides). A simple way to solve this (partially - it is read […] [Original post on mastodon.social]
Screenshot of the Akregator RSS reader (Linux desktop) illustrating a number of Mastodon and Bluesky account feeds. A collection of Python scripts (atp2rss) helps create the opml feed lists from exported files.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 03/09/2025
First alpha release of the Leontief library is out. Aims to fill a gap in the toolkit of working with Environmentally Extended Input-Output models 💚. Interested? Get involved and help shape the initiative! 🚀 Repository […] [Original post on mastodon.social]
A visual depiction of economic input-output tables using pictograms. A number of economic sectors are shown as labels in a table. Circles of different sizes and colors are filling the grid formed by the sectors. This represents the volume and environmental impact of exchanges between sectors.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 02/09/2025
A better digital society tomorrow is one that will be quietly built today, by studying and understanding what happened yesterday (and the day before) - both the good and bad bits. The massive scale of #enshittification and #surveillancecapitalism we […] [Original post on mastodon.social]
Night sky image of the galaxy as a metaphor for being able to see the real structure of things only when avoiding light pollution
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 20/08/2025
The focus du-jour is #bigtech oligopoly but cornered information markets is a pervasive pathology. In finance, a vital role is played by credit ratings: you can't have a functioning credit system without some sort of credit #riskmanagement Guess who is […] [Original post on mastodon.social]
A table with the European market share of credit rating agencies, indicating that three entities control over 90% of the market
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 08/08/2025
In this post we discuss the applicability of Kraljic Matrix type methodologies in the context of Green Public Procurement. The essence of the adaptation is to look at the uncertainty of positive impact from GPP criteria, alongside any expectations. #gpp […] [Original post on mastodon.social]
The diagram illustrates a hypothetical analysis where certain procurement activities are grouped by sector (construction, manufacturing, energy, transport etc. as indicated by NACE pictograms) are placed on a matrix of expected GHG reductions versus uncertainty of that reduction.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 18/07/2025
Despite the excitement about #signal becoming a mainstream app, the reality is that it still barely registers in the big picture. From a recent survey in the Netherlands it transpires that #whatsapp keeps adding users while signal adopters effectively use […] [Original post on mastodon.social]
Timeseries of user adoption of the whatsapp and signal apps. Both platforms see growth.
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 24/06/2025
A very nice comparison between different #android based #foss operating systems for mobile devices 💯 But "Appendix 2" is where it gets really depressing: the long list of failed attempts to offer a real alternative to the duopoly. 😑 eylenburg.github.io/android_compari…
Appendix 2: Which other alternative mobile operating systems are there?
Besides Android and Android-based free & open source operating systems (see the table above), the only viable alternative for most people is Apple's iOS. There have been many attempts to establish a third mobile OS, but so far none of them have been successful: The below is a non-comprehensive list of mobile operating systems, both those you can try today and those that tried and failed in the past:

    iOS
    Android, both preinstalled proprietary distributions like Samsung's OneUI or Xiaomi's HyperOS, and open source forks of AOSP, such as GrapheneOS FOSS or LineageOS FOSS
    Windows Mobile/Phone († 2020)
    BlackBerry OS († 2018)
    Symbian († 2012)
    Mobile Linux distributions which can run generic (desktop) Linux applications, such as postmarketOS FOSS and PureOS FOSS or mobile spins of desktop Linux distros such as Fedora, OpenSUSE, OpenMandriva, Debian (Mobian), Manjaro etc. FOSS (see here for a good list)
    Other mobile OS using the Linux kernel but unable to run generic (desktop) Linux apps so they need apps specifically developed for them (Android technically also fits in this category):
        SailfishOS
        Ubuntu Touch FOSS
        KaiOS
        FirefoxOS († 2015) FOSS
        Tizen († 2017 - for smartphones at least, it's still used in Smart TVs)
        Meego († 2012) FOSS
        Maemo († 2011)
        webOS († 2011 - for smartphones at least, it's still used in Smart TVs)
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 11/06/2025
The Open Risk Commons is a welcoming online space to discuss #opensource #riskmanagement and #sustainablefinance topics It is based on the wonderful #discourse platform that is providing a home for many healthy online communities. If you work on tools […] [Original post on mastodon.social]
Snapshot of the Open Risk Commons About page
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Open Risk @openrisk.mastodon.social.ap.brid.gy · 01/06/2025
@johncarlosbaez an opportunity for AI climate research contributions
snapshot of a webpage indicating zero (0) AI-assisted preprints for Climate Research
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