Schoemann – Research Teaching Consulting

03/05/202601/05/2026

Pictures at an exhibition

The playlist on Spotify, which accompanies the exhibition, is an interesting extension of the unforgettable artists into today and tomorrow. You may be inclined to share your opinion in the way Maria Iskariot does it in “Dat find ik lekker” or more like Sophie Straat in “Dansen met de dood”. Anyway, women artists are coming front stage and this is great news despite all the backlashes we, unfortunately, witness in the 2020s. The curator of the playlist Murielle Scherre has managed to take us, a bit like the exuberant Modest Mussorgsky in his “Pictures at an exhibition”, beyond the marvelous exhibition rooms to a broad exploration of contemporary women artists’ world of imagination in music, visuals and songs. A great intergenerational accomplishment.

02/05/202601/05/2026

Forgotten but Unforgettable

Many women painters and artists who worked during the 17^th and first half of the 18^th century have been forgotten until recently. The galleries of the time and many years later gave little attention to the women artists of that time. Most of them were relegated to be of minor importance in the course of art history. The exhibition of the Museum of the Fine Arts Ghent in Belgium has accomplished to rectify this place of women painters in art history. The fine pieces of art, ranging from painting to sculptures, were frequently signed by men, probably to achieve higher market values and become visible in the public sphere at all at their time.
The exhibition is a kind of a revelation of how difficult it was for women to move from an “object of art” to be the subject painting including painting themselves. This also dealt with the view or regard of others towards women. Additionally, the exhibition features a section on “Social Expectations”, which deals with the expectations of the Flemish and Dutch societies towards women. Family values, marriage, wealth and social status were of utmost importance.
These women painters were forgotten far too long, but have staged their comeback as “Unforgettable” in the 21^st century.
(Image: “Pictura at an exhibition” taken in the MSK Ghent 2026-4)

01/05/2026

Jobs First

The Berlin demonstration of the 1st of May has chosen to put „Jobs First“. Jobs before profits is a widely accepted claim by trade unions to highlight the importance of work in our societies. Particularly in times of robots and AI taking jobs away, this motto is well chosen as a principal risk in 2026. The current technological innovations seem to aim primarily at the maximization of profits for companies rather than the benefits for society as a whole. The Berlin parade on the 1st of May managed to achieve a great mobilization, which is a great success for the labor movement and a demonstration of power and solidarity when in many countries basic employment rights and even the 1st of May as a social tradition is attacked.

30/04/202627/04/2026

Mobile Web Search

The smartphone is ruling the internet. This is probably a well-known wisdom in 2026. Just looking at the basic statistics of which browser people use to contact this webpage, it is evident that Chrome is vastly dominating search on the internet. Even the mobile version of Safari outnumbers the desktop browser access. Information gathering, viewing and reading have all moved from the desktop to the handheld smartphone, and maybe our glasses or wristwatches in the near future. For those still programming or designing webpages, the choice of “mobile access and functionality first” is an obvious choice for business, and even more so, for leisure purposes, like it or not.
Some parts of this evolution of search behavior are quite obvious, as we are more erring around cities like Paris, Berlin or Brussels than searching in front of our desktops or notebooks.

29/04/202628/04/2026

AI data Input

If you ever wondered where the information from AI and AI chatbots comes from, you will not be surprised that this webpage schoemann.org is regularly solicited for such purposes. The number of crawlers, that do so, is quite large. The ability to trace what exactly they are harvesting on your website, is quite a tricky issue. At least a basic awareness of how the internet has been transformed in the last few years becomes evident through the comparison of unique visits, many through search engines like Google search or others, with the amount of contacts by AI-associated crawlers (see slide from own webpage below).
During he last month up to 2026-4-27 there were about 75.000 contacts, compared to 93.000 during the previous month.
At first sight, AI chatbots have largely outnumbered the “personal visits” of my webpage (see evaluate web analytics). On the other hand, I have no information of how many visits are, (at least potentially) re-directed hints from AI chatbots to my content.
In terms of “traffic” for a webpage, the information of how the AI-driven or AI-assisted search operates with other persons’ contributions will be the challenge of the coming years. If AI chatbots had to pay 10 cents per visit, I would have a comfortable pay every month from this content use. The issue of AI paying for access to reliable and high quality content has to be dealt with sooner rather than later. You may prompt a chatbot on this issue.
Meanwhile: My New Book on AI is out Now 2026-4-28:
“AI and Social Science: Potentials versus Limitations” by Dr. Klaus Schoemann, online reading and free download (here) before implementation of Paywall later on.

28/04/202627/04/2026

Evaluate Web analytics

An own webpage “schoemann.org” allows to gain interesting insights into the skills needed for the internet era and the security as well as cost structures for running such a business endeavour. Taking stock of basic web analytics, therefore, should be on the agenda from time to time. Towards the end of April 2026, it is about time to look into some simple statistics again. The host of this webpage offers access to some anonymous statistics (see below). The number of daily or weekly visits of the webpage are suitable to get a basic idea about frequencies of visits. Average daily visits are still below 1000 daily visits, but there are peaks of 3000+ and even 5000+.
Whereas the distribution across weekdays (no peaks on weekends, correlation with bad weather not tested yet ;-)) is rather random compared over months. However, the topics which received most attention are do not seem to be random. In 2026-4 the most attention has been raised with “Abduction of Europa”, followed by a brief entry on “Confessions” a philosophical topic in a broad sense (Stats below 2026-4-27. Next in popularity are 2 entries of my scientific “fail collection” which reflect on take-home-messages from the “Flop exhibition”, quite topical in combination with the 40^th commemoration of the Chernobyl nuclear reactor explosion and pervasive contamination across Eastern Europe.
(Image: Page visits between 2026-3-29 to 2026-4-27 compared to month before same year)

27/04/202626/04/2026

Gone fishing

There are still many persons who on a weekend put up a sign on the door: “Gone fishing”. We are of course curious what these people are really up to. The reduction of fish in the sea and rivers has become a real problem across the planet. Overfishing is a policy issue and fishing quotas have taken hold of most fishing waters. The past time or hobby of fishing is very different from the industrial form of fishing. The preservation of the environment has a high priority in the very own interest of being able to fish in future. Simply watching a person fishing in the sea gives the impression that time is passing at a different pace.

26/04/202624/04/2026

Autonomous Robot

We have been used to computers beating the average chess player and even the best players. In 2026-4 the journal “Nature” published the documentation of an autonomous robot (Ace) winning the occasional game against top-level Japanese table tennis players. Peter Dürr et al. (2026) described the robotics challenge as constructing a robot that can match the human capability and reaction time of “fast, precise and adversarial interactions near obstacles”. The high speed perception of movement is coupled with event-based vision and builds on AI-algorithms like reinforcement learning. The step ahead is remarkable.
About 50 years ago, as coach in table tennis we used a machine or robot throwing balls towards us which moved from left to right in timed routine, for example. These simple robots we used to train humans. Now the robot is reactive and even interactive, learning from strategies and tactical moves. Technology can outperform us in most singular tasks in 2026. The combination of several of these skills is still quite unique to humans, but the clock is ticking for human singularity in technical matters. What was considered a “false good idea” in the Paris exhibition “Flops” at the Musée Arts et Metiers (see image below), might be an interesting response to challenge the new generation of autonomous robots.

25/04/202624/04/2026

Individualism and beyond

For many social and political scientists it is interesting to look into the origins of our present day individualism. In a permanent drive to learn more about ourselves, millions of persons on social media try to visualize primarily themselves in different roles and life situations. Saint Augustine was the first philosopher who exposed his own personality and past choices of pleasures on earth in a journal like fashion named “Confessions”. Isn’t this what every person is somehow doing on facebook, tiktok or instagram? Thousands of entries deal with persons succumbing to earthly pleasures. Saint Augustine writes about his own very personal experiences and this invention of “the individual path” to philosophical, spiritual, religious ideas and convictions makes him a milestone in the history of ideas.
Maybe the original version of the text is further advanced than the Christian AI chatbot that has recently been released, because Saint Augustine proposes in the last paragraph of the Confessions 3 questions and finally 2 sentences to close his journey into his philosophical and religious mind.
(Image: Saint Augustin & Saint Monique, by Jean Boedts on Confessions Book 9, Ch. 10 on his mother dying, Church Saint Augustin, Brussels Altitude 100)

24/04/202623/04/2026

Learning through Confessions

In the original text of the Confessions by Saint Augustine there is an interesting testimony to his personal learning style. He hated learning Ancient Greek as child, apparently mainly due to the strict teaching style, which obliged him to learn Greek and punishment for being less interested as a child (Book 1 Chapter 13). However, he explains the predilection for Latin in language and grammar in later childhood and adolescence through the encouraging teaching style. Saint Augustine has reflected on his own learning style, put it in words in order to answer primarily to himself on what made him learn. The rhetoric style, which he applied rather consistently throughout his confessions, is build around the continuous questioning of his own past behavior and convictions. This is a kind of internalised conversation, which in the Greek tradition, was centered around dialogues with other persons as in the Socratic dialogues. The questions beyond the rhetoric style are also the beginning of a learning process even if the outcome might be open and in modern times a lot of new answers have been contributed through scientific methods and continuous discourse. Multilingualism was already a practice more than 2000 years ago for the young Augustine of Hippo.

23/04/202622/04/2026

Writing to yourself

Over more than 2000 years, humans have written in various forms about and to themselves. The “Meditations” by Marcus Aurelius are one of the earliest and finest example of this tradition. Originally, the intention was to write something we call “journaling” today. Out of a motivation to understand yourself, others, your relationship with others and society’s evolution, Marc Aurel drafted in Ancient Greek (a kind of elite or secret code for his Latin-speaking contemporaries) originally with no intention to address larger audiences. The French translations and publications in 2026 still use as title for the Meditations “Pensées pour moi-même” (Τὰ εἰς ἑαυτόν). The kind of “inner dialogue”, or dialogue with yourself as a literary form, has become a philosophical tradition.
Roger-Pol Droit (2008) ascribes a similar literary style in his introduction to the “Confessions” by Saint Augustine in a recent French edition. In moving from a culture of oral traditions to a reading and writing tradition in Europe, the style of reflections about oneself and others shifts more and more to the printed formats. Originally reserved to some happy few, modern techniques of contemporaneous recording of sound and video enlarge the possibilities of input through transcriptions, editing, storage as well as analysis of own input.
The possibilities for a democratization of reflections of our own experiences have increased, and yet, AI might jump in very quickly to some already pre-established truths about ourselves in analyzing this data, which might be hard to fend off.

22/04/202621/04/2026

Agentic AI Gardening

The use of AI is probably most popular for professional purposes as efficiency and economic productivity are major concerns in these fields of applications. Another whole lot of applications is rapidly developing as well, which is Agentic AI in hobbies like gardening. The use of IT in gardening has previously been reserved to landscape designers and maybe urban to rural planners. Cheap access to AI on a test basis or within your browser has widened access to computer and AI assistance for gardening purposes. Colorful designs and selection of species to enrich biodiversity are widely available now. The next step is, of course, agentic use of AI. If we have a sufficient number of sensors installed (and use weather forecast data as well), the data from the garden can easily be analyzed by AI and the mower or water pump can get going to do the job for us. This is not rocket science but only sensors, data and a couple of “if …, then” commands. The kind of pleasure will have changed accordingly shifting from the watering of plants to the satisfaction of successful programming. No value judgement here. The latter option has, however, a considerable business potential of almost industrial or agro-economic scale.

21/04/202620/04/2026

Gardening Evolution

Researchers continue to study the impact of gardening on biodiversity and survival of insects. The study published by Tscharntke, Batáry and Vidal (2026) points our attention to the importance of areas in our gardens that are allowed to grow without mowing for several years. In many traditional gardening projects even in the 21^st century, we observe a cut of grass-shoots in fairly regular time intervals, once a months for example. An English style lawn will be cut very short even more often than this. If we want to allow for an evolution of gardening and regaining biodiversity, we shall have to reserve substantial areas of a garden to allow grass-shoots to grow over several years (!). Such an evolution might be perceived in 2026 a bit like a revolution in gardening. Untidy spots are a response to “the need for unmown long-term refuges, protecting intact grass shoots for persistent insect populations” (Tscharntke et al. , 2026). The tree “Cercis siliquastrum” (Judas-tree) in the “Jardin des Plantes” in Paris dates back to 1785 and shows the impressive strength of nature to outlast changing gardening fashions even in a hotspot of gardening culture, history and evolution. Grass-shoots below might be allowed to last a couple of years as well.

20/04/202619/04/2026

Abduction of Europa

In reading Ovid’s metamorphoses we learn about all those mythical transformations of persons into animals (Jupiter into a bull) or persons into plants (Narcissus into a flower carrying his name). Maybe even today we have Europa being captured again by a bull or bulls that try to take away the freedom of movement and expression from her. The threats have multiplied, but the defensive forces of Europe have risen as well. The power of Europe might simply consist in the charming nature, which outlasts brutal force of the bulls, at least in the long run. A ride on the bull, however, can be tough at times and preparing for a tough ride should start as early as possible. Currently there are too many bulls around to feel safe otherwise. (Image: Europa sculpture on display at Chateau Chantilly).

19/04/202617/04/2026

Before and After

It is not always easy to precisely identify the state of before a transformation from the state of after a transformation. In human developments we can observe lengthy periods of for example puberty. Other transformations of biological changes might be more obvious to identify like a broken bone, but a broken heart transformation might be less obvious as it might occur gradually and progressively rather than abruptly. Much the same can be said about illnesses like diabetes or cancer. The task of science is to study the whole process and this includes the theoretical model of such transformations. The arts have dealt with this complexity before and many artifacts take care to show or make explicit the kind of transformation they have undergone. The woodwork by Birkenmaier (before 1687, in catalog of Metamorphosis exhibition, Amsterdam 2026. Image below) is an early example of being honest about original piece and the evolution of the piece of art into the transformed “oeuvre”.

18/04/202617/04/2026

Metamorphosis

In the antique writings of Ovid “Metamorphosis” there is an extensive description and mystery about the metamorphosis of several characters. The narrative about various forms of metamorphosis has influenced our perception of change as having a mystic component. The arts before the enlightenment have drawn lots of sceneries of metamorphoses across the centuries. Maybe in form of sculpture this narrative has continued to be present even into the 20th century. The exhibition at the Rijksmuseum in Amsterdam and the essays in the catalog testify to this long shadow of Ovid’s original narrative. No need to mention Kafka as another adept of “Verwandlung” or Rodin, who reveals persons as semi-detached from stone. Wood and the return to ashes shows us the come and go of metamorphosis of human beings. Imagining mankind as a sequence of metamorphoses is a metaphysical as well as sociological perspective of our presence on our planet. (Image: Daphne transformed into a Laurel tree, Bernard Salomon, 1557).

16/04/202615/04/2026

Electric ships

The transformation of mobility to an all electric mobility has been discussed mainly with regard to a narrow vision of the automotive sector. Beyond land based vehicles like lorries, buses, cars and bicycles or electrification of trains, shipping has been a niche market of the all electric society. The amateurs of silent shipping, sailing and surfing have explored and adopted the electric alternatives for quite some time. The professional ferry boats and river crossings have also opportunities to join the all electric society with a range of ships available for orders like from “Ampereship”. The increasing share of electric fun on water and electricity-propelled ships gives additional drive to the “All-electric-society”.

15/04/202614/04/2026

Switch off

We have many associations with the imperative “switch off”. Depending on your background or state of mind, you might associate “to switch off” with a mental state, i.e. to calm down. Instead of buzzing about, juggling with multiple projects or deadlines at the same time, the reduction on a few major preoccupations can be achieved through a switch-off. In electrical engineering the switch, as switch-off or switch-on, is a key component of electrical circuits. In programming languages a key element is the switch implemented as an “if-condition” in form of “do if X=True”, in its easiest form.
Let us develop a social science corollary of a theoretical concept of “switch-off”. At times of energy shortages the switch-off option becomes an often overlooked or discarded option. Switch-off an engine to lower overall consumption of energy is a very powerful mechanisms. We do this manually by switching off lights, or as programmed or AI-assisted versions in modern homes. States might impose the switch-off of street lights or loud music after certain hours. In an energy crisis the switch-off option needs to be moved to center stage again as any MegaWattHour not consumed does not have to be (1) produced, (2) moved to local provision and (3) distributed. Additionally there is (4) less waste that has to be taken care of. Hence, the switch-off option is a fourfold win-win-win-win-situation. Who cares about this option as all 4 kinds of savings do not increase a standard measure of GDP in an economy? Broader social science perspectives may offer precious indications that “less can be more“.

14/04/202613/04/2026

AI Motion Sculpture

At the Festival Noûs in Paris, the collaboration of AI with artists was a major event. Based on the huge collections of the BNF in form of data bases it is possible to join the 3 worlds of library conservation, technological innovation like AI and the imagery of artists. In the preparation of the exhibits and the parallel documentation of the genesis of the exhibits of the artists, the creative potential and process becomes more evident and understandable to broader audiences. The exhibit by Tobias Gremmler, Anatomy of Motion (2026 see below), captures the motion of a dancing body in a sculpture based on a 3D printing of a series of images blended into each other. with a fast photography camera, known from sports images previously, the dynamics of a motion become a tangible sculpture. The intriguing new form is in fact a motion that has been captured or has cristalized or materialized in a permanent fashion. New technologies and materials enter into art as they offer new ways of expression as well. The collection of art and documentation centers shall enter into new phases as well. (Image: Tobias Gremmler, Anatomy of Motion (2026) at BNF 2026-4).

13/04/202612/04/2026

Mind mapping

The exhibition in Paris on “Cartes imaginaires” at the BNF regroups treasures of maps across centuries in an interesting way. The technique of putting together elements in a map has been developed and refined over long time spans. Map are mostly in our minds as depictions of geographical details allowing a broader overview amidst lots of detail. The mind mapping of today as a managerial or pedagogical tool is not much different even if AI might make is believe that it is a modern tool. The exhibit of “The island of Marriage” (image below BNF, “Cartes imaginaires”) in the middle of lots of distractions and potential distractions has a particular charm to it as it tells many tales and storylines for writing lives and novels. Our own lives or the depiction of life courses might be represented in a single map, maybe even comparable to a sequence analysis of events. The history and potential of maps and lives as mind maps is going to accompany us for quite some time as it already did for centuries.

12/04/202611/04/2026

Critique of Maps

From a sociological perspective on maps we learn for example, that maps are also instruments to reflect property rights. This can be past claims of imperialism or recent claims of independence. A depiction as a map has historical and societal implications. Superposition of maps according to political, cultural or linguistic communities often reveal contested areas of domination and liberation movements. The specialized field of the history of maps can sharpen the senses for a critical view of maps in the 21st century. (Image: Brankiza Zilovic, Nusquama 1984 exhibition “Cartes imaginaires’ BNF Paris).

11/04/202610/04/2026

Fact and Fiction on Maps

As a matter of fact, for centuries maps have played in both registers, fact and faction. In geography we expect maps to represent geographical facts, and yet based on a historical perspective on the subject, we realize that early cartographers had to brush over, at their time unknown, territories. What did many of them do? They imagined what could be the case.
In the early days of “creating a map” the artists had to rely on some sort of fiction or were intentionally creating a fictive image of the unknown world. Out of this “science and fiction” approach, a whole discipline of literature has evolved, science-fiction. The imagery of Manga-mania in the 2020s owes a lot to this drawing and mapping of fiction in form of stories.
Maps tell lots of stories. They are powerful in their neurological function, similar to mind maps that are a tool to structure our thoughts or story lines. The gesture to point at an area on a map of the Arctic, Greenland for example, can send shivers across the globe. Maps make stories and stories may lead (eventually) to shifts of attribution on maps. In the same vein: the mapping of power also reflects the power of maps, be they based on facts or fiction.
(Image: Exhibition: Cartes imaginaires, BNF Paris 2026-4-8, Gerardus Mercator, Map of North Pole 1595)

10/04/202609/04/2026

Interests in failures

Decades or centuries after a successful or unsuccessful innovation, an evaluation of the reasons and circumstances of a temporary or permanent failure is informative. In the energy sector we observe another round of a power play in 2026. The more decentralized energy production and energy consumption models have been quickly put aside shortly after the oil crises of 1973 and 1979. The innovations using wind energy or solar energy of the 1980s have been discarded and were commonly considered as failures to provide cheap and reliable energy. An open international economy with expanding global markets for energy were perceived as a superior conventional solution. A country’s balance sheet of imports of energy and exports of higher value goods and services was the predominant economic rational and standard knowledge of the mainstream theory of trade. Other solutions, like a distributed “prosumer” model of energy might have ecological benefits, but would not show up in national GDP-statistics as a large part is home-produced energy and not accounted for in statistical measures of GDP, just like the home produced meals, health and care provided by mostly women. Societies, however, have a choice and an obligation to evaluate the interests in failures as economic and social development hinges on it in the medium to long run.

09/04/202609/04/2026

Failure as criticism

The production of an object, which does not abide by the norms and conventions of its designated use, can either be considered a failure, a commercial flop or a critical comment on consumerism. In some instances it may even have the intention to produce art rather than a useful product. A tea or coffee pot may serve as such an example of it (see image below). It is designed not to serve tea or coffee in a conventional way. Such an object invites us to think around the corner, whether we could still use it in the “normal” way. We are forced to innovate as user or we just leave the object aside. The Flops exhibition also included early car examples which used a “Wankel car engine” and the aerodynamic adjusted car model (shape of a peach) of the R14 in its flops collection which were early precursors of a, later on widely followed, car design principle. Such an aerodynamic car design saves energy and therefore increases the reach of the car without refueling or battery charging.

Overall, some supposed failures are more indications that we are not easily prepared to accept behavioral changes or alternative visions of products.

08/04/202606/04/2026

Learn from failures

It is easier said than done. Acknowledge a failure and most people will probably pretend to know better already. Don’t worry. This is not the case. Many of the best “learnings” have come from learnings from failures, be they own mistakes or of other persons, organizations or institutions. If you really want to learn from a person, try to get honest take home messages from their “best” failures. Marc Aurel has proposed this in his writings on governance and, prior to him, Aristotle compared Greek constitutions to derive the most adequate, or the best of the many failures to achieve democracy. This is a perspective if you aim to improve on the achievements of current or past actors. Incumbents can only tell you about how they got where they are currently, not about any likelihood of future occasions. Hence, current failures are a very valid source for learning.

07/04/202606/04/2026

Time dependent failure

The collection of failures has an ambiguous relationship with time. Some innovations that are celebrated at a specific point in time shall be considered failures at some later point in time. The Musée des Arts et Metiers has an early version of a solar panel on display dating back to 1996 (see image below, Photowatt 1996). This example reflects the cycles of public as well as expert opinions about technical innovations that either are en vogue or at disgrace. Ecological, design and economic considerations enter into the consideration of what constitutes a failure. Claims of European energy sovereignty may additionally enter into the failure equation. The time horizon over which energy savings are generated is yet another element in the judgement. The more general perspective should take sustainability and depreciation of quality of an object into consideration. The Flops exhibition just scratches a bit on the surface of an important and rather complex issue of the relationship of society, technology and innovation. Surely, there is more to come in terms of flops and failures, and this is okay in most cases.

05/04/202604/04/2026

Fail collection

The not-so-social media have been flooded with collections of failures. The success of this short video format is mostly due to its entertainment value. A quick laugh is guaranteed if a certain intention is turned into its opposite. You want to take a witty shortcut but effectively you end up with a lengthy or painful lesson of the opposite. The fail collection of the CNAM in Paris has a similar attraction. The “Flops” exhibition in 2026 exposes a larger number of technical innovations that either did not reach the mass markets or that were “flawed good ideas”. In fact to put an innovative idea or design into practice it takes a lot in addition to engineering intelligence and professional competence and experience. The collection of documentary evidence invites us to explore the topic of what constitutes a failure and why failure is an intrinsic part of the creative process of trial and error, fail, fail again and fail better. (Image Musée Arts et Metiers 2026).

04/04/202603/04/2026

Electricity generation

On a global scale, electricity generation based on wind and solar has been growing quite fast since the year 2010-2024. Wind and solar have outpaced nuclear energy production as well as the stagnant sector of water based energy production. The Global Electricity Review by EMBER provides the statistical evidence for this evolution in 2025.
The interesting evolution arises mainly because countries with a lower level of GDP have invested heavily in solar and wind energy as this form of decentralized energy production does not need heavy investments in network infrastructure. Countries with larger population growth can keep up with electricity generation according to local needs. Local production and consumption become a key in strategies of local development. The finding that households in low-income countries use on average only 1 kWh per day is an amount that 2 small solar panels can already cater for (example image below).
Countries next to the equator have relatively constant days of 12 hours daylight across a whole year. The feasibility of no-carbon sustainable energy production is driving global growth in this sector.