{"id":5882,"date":"2026-05-01T04:23:58","date_gmt":"2026-05-01T04:23:58","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=5882"},"modified":"2026-05-01T06:44:25","modified_gmt":"2026-05-01T06:44:25","slug":"how-the-pandemic-proved-economists-wrong-about-inflation-growth-and-economic-recovery","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/en\/2026\/05\/how-the-pandemic-proved-economists-wrong-about-inflation-growth-and-economic-recovery\/","title":{"rendered":"How the pandemic taught economists a lesson about inflation, growth and economic recovery"},"content":{"rendered":"<p>Even during the coronavirus pandemic, many economists were surprisingly unanimous: the great danger was a phase of low inflation, perhaps even deflation. A few years later, the picture is different. Inflation reached historic highs in many countries, supply chains collapsed and economic developments turned out differently than expected.<\/p>\n<p>The pandemic was not just a health crisis - it was also a stress test for economic forecasts. This article shows where experts were wrong, why this was the case and what lessons can be learned for future assessments.<!--more--><\/p>\n<p>More than three years after the COVID pandemic shook the global economy, experts are still grappling with the question of why so many forecasts turned out to be wrong. The pandemic has led to lost sales in most industries, and entire nations are still struggling to regain their former position. In these uncertain times, economists tried to make predictions about inflation, productivity and growth. Today, many experts note that a strikingly high proportion of predictions were inaccurate. Since 55 % of the population <strong><a href=\"https:\/\/economicsnetwork.ac.uk\/research\/understandingecon#:~:text=There%20is%20a%20big%20problem,and%2033%25%20on%20industry%20regulation\" target=\"_blank\" rel=\"noopener\">Distrusting economists' forecasts<\/a><\/strong>, serious concerns arise about their methodology and application, revealing the limitations of economic forecasting in times of extreme change. With this in mind, I will analyze and summarize the accuracy of historical forecasts below.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-873 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-873 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Current articles on art &amp; culture<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-873\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"beruf, weltbild, zukunft: entscheidungen im schatten des umbruchs\" data-id=\"3197\"  data-category=\"allgemein gesellschaft kunst &amp; kultur tipps &amp; anleitungen\" data-post_tag=\"erfahrungen krisen pers\u00f6nlichkeitsentwicklung ratgeber\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2025\/10\/career-world-view-future-decisions-in-the-shadow-of-upheaval\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Career, world view, future: Decisions in the shadow of upheaval<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Decisions in the shadow of upheaval\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Entscheidungen-im-Schatten-Umbruch.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Entscheidungen-im-Schatten-Umbruch.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Entscheidungen-im-Schatten-Umbruch-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Entscheidungen-im-Schatten-Umbruch-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Entscheidungen-im-Schatten-Umbruch-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2025\/10\/career-world-view-future-decisions-in-the-shadow-of-upheaval\/\" rel=\"bookmark\">Career, world view, future: Decisions in the shadow of upheaval<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"gr\u00f6nland, trump und die frage der zugeh\u00f6rigkeit: geschichte, recht und realit\u00e4t\" data-id=\"4325\"  data-category=\"allgemein gesellschaft kunst &amp; 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kultur\" data-post_tag=\"auswandern deutschland erfahrungen europa krisen meinungsfreiheit musik portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2026\/01\/more-than-punk-nina-hagen-cosma-shiva-and-the-art-of-not-being-taken-in\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">More than punk: Nina Hagen, Cosma Shiva and the art of not letting yourself be taken in<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Portrait of Nina and Cosma Shiva Hagen\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Nina-Cosma-Shiva-Hagen-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Nina-Cosma-Shiva-Hagen-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Nina-Cosma-Shiva-Hagen-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Nina-Cosma-Shiva-Hagen-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Nina-Cosma-Shiva-Hagen-Titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2026\/01\/more-than-punk-nina-hagen-cosma-shiva-and-the-art-of-not-being-taken-in\/\" rel=\"bookmark\">More than punk: Nina Hagen, Cosma Shiva and the art of not letting yourself be taken in<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wenn pflicht wieder pflicht wird. eine art essay von herrn von l&#8217;oreot.\" data-id=\"3010\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"deutschland erfahrungen geopolitik krisen pers\u00f6nlichkeitsentwicklung sicherheitspolitik\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2025\/10\/when-duty-becomes-duty-again-a-kind-of-essay-by-mr-von-loreot\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">When duty becomes duty again. A kind of essay by Mr. von L'oreot.<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"An unexpected phone call\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2025\/10\/when-duty-becomes-duty-again-a-kind-of-essay-by-mr-von-loreot\/\" rel=\"bookmark\">When duty becomes duty again. A kind of essay by Mr. von L'oreot.<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Inflation trends<\/h2>\n<p>The development of inflation is one of the areas in which the uncertainty of economic forecasts has become particularly apparent. Hardly any other topic has been discussed so intensively during the pandemic - and at the same time assessed so differently.<\/p>\n<p>One key aspect that many experts focused on was inflation. Although it was debated whether the pandemic would lead to higher, lower or even deflation, most experts actually agreed that the latter would occur. Many economists explained this with higher unemployment, which would limit wage growth and lead to higher savings.<\/p>\n<p>A minority of economists took a more critical stance and warned against underestimating inflation risks. According to Olivier Blanchard <a href=\"https:\/\/www.piie.com\/blogs\/realtime-economic-issues-watch\/high-inflation-unlikely-not-impossible-advanced-economies\" target=\"_blank\" rel=\"noopener\"><strong>PIIE article from the year 2020<\/strong><\/a> high inflation was unlikely and would only occur in the rare event that three specific factors were present at the same time: consistent government debt, investors demanding higher interest rates and government pressure on central banks to keep interest rates low. Although Blanchard put the probability at less than 3 %, the improbable became a reality in many countries.<\/p>\n<hr \/>\n<h3>Current survey on trust in politics and the media<\/h3>\n<div class='bootstrap-yop yop-poll-mc'>\n\t\t\t\t\t\t\t<div class=\"basic-yop-poll-container\" style=\"background-color:#ffffff; border:0px; border-style:solid; border-color:#000000; border-radius:5px; padding:0px 5px;\" data-id=\"1\" data-temp=\"basic-pretty\" data-skin=\"square\" data-cscheme=\"blue\" data-cap=\"0\" data-access=\"guest\" data-tid=\"\" data-uid=\"8de0ecbef7a8ced4513421ccf92ecfa9\" data-pid=\"3010\" data-resdet=\"votes-number,percentages\" data-show-results-to=\"guest\" data-show-results-moment=\"after-vote\" data-show-results-only=\"false\" data-show-message=\"true\" data-show-results-as=\"bar\" data-sort-results-by=\"as-defined\" data-sort-results-rule=\"asc\"data-is-ended=\"0\" data-percentages-decimals=\"2\" data-gdpr=\"no\" data-gdpr-sol=\"consent\" data-css=\"\" data-counter=\"0\" data-load-with=\"1\" data-notification-section=\"top\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"basic-inner\"><div class=\"basic-message hide\" style=\"border-left: 10px solid #008000; padding: 0px 10px;\" data-error=\"#ff0000\" data-success=\"#008000\"><p class=\"basic-message-text\" style=\"color:#000000; font-size:14px; font-weight:normal;\"><\/p><\/div><div class=\"basic-overlay hide\"><div class=\"basic-vote-options\"><\/div><div class=\"basic-preloader\"><div class=\"basic-windows8\"><div class=\"basic-wBall basic-wBall_1\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_2\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_3\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_4\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_5\"><div class=\"basic-wInnerBall\"><\/div><\/div><\/div><\/div><\/div><form class=\"basic-form\" action=\"\"><input type=\"hidden\" name=\"_token\" value=\"c5c820a66b\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"1\" data-uid=\"c48f3058ee94c3e3ad8ad0b535e41dc1\" data-type=\"question\" data-question-type=\"text\" data-required=\"yes\" data-allow-multiple=\"no\" data-min=\"1\" data-max=\"1\" data-display=\"vertical\" data-colnum=\"\" data-display-others=\"no\" data-others-color=\"\" data-others=\"\" data-others-max-chars=\"0\"><div class=\"basic-question-title\"><h5 style=\"color:#000000; font-size:16px; font-weight:normal; text-align:left;\">How much trust do you have in politics and the media in Germany?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"1\" data-type=\"text\" data-vn=\"12\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[1]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[1]\" name=\"answer[1]\" value=\"1\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Very high - I fully trust the official bodies<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"2\" data-type=\"text\" data-vn=\"34\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[2]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[2]\" name=\"answer[1]\" value=\"2\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Medium - I am cautious, but not fundamentally suspicious<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"3\" data-type=\"text\" data-vn=\"63\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[3]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[3]\" name=\"answer[1]\" value=\"3\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Low - I check a lot of things myself<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"4\" data-type=\"text\" data-vn=\"274\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[4]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[4]\" name=\"answer[1]\" value=\"4\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Hardly present - I believe that a lot of things are disguised or staged<\/span><\/label><\/div><\/li><\/ul><\/div><div class=\"clearfix\"><\/div><\/div><div class=\"basic-vote\"><a href=\"#\" class=\"button basic-vote-button\" role=\"button\" style=\"background:#027bb8; border:0px; border-style: solid; border-color:#1636f0; border-radius:5px; padding:10px 10px; color:#ffffff; font-size:14px; font-weight:normal;\">Vote<\/a><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"en\"\/><\/form><\/div><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n<hr \/>\n<p>With an average inflation rate of 8 %, the USA reached its highest level since the early 1980s. This was mainly due to disruptions in supply chains. In particular, lockdowns forced many factories to close, which led to uncertainty in economic activity and resulted in production losses for various industrial goods.<\/p>\n<p>Another factor contributing to higher inflation was sudden changes in consumer preferences. During the pandemic, many households cut their spending on non-essential goods. It is estimated that the pandemic was responsible for a decrease in usual household spending by <a href=\"https:\/\/www.ons.gov.uk\/peoplepopulationandcommunity\/personalandhouseholdfinances\/expenditure\/articles\/morethanonefifthofusualhouseholdspendinghasbeenlargelypreventedduringlockdown\/2020-06-11\" target=\"_blank\" rel=\"noopener\"><strong>about one fifth responsible<\/strong><\/a>. When the lockdown ended, there was a huge increase in demand for many new, typically industrially manufactured products.<\/p>\n<p>Looking back, it is clear that several developments had an impact at the same time: disrupted supply chains, government intervention, changes in consumer behavior and an overall high level of uncertainty. It was precisely this combination that was underestimated in many forecasts. The development of inflation during and after the pandemic thus illustrates how difficult it is to reliably predict economic dynamics under exceptional conditions.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5884\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Wirtschaft-Gleichgewicht.jpg\" alt=\"Economic equilibrium\" width=\"1024\" height=\"682\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Wirtschaft-Gleichgewicht.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Wirtschaft-Gleichgewicht-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Wirtschaft-Gleichgewicht-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Wirtschaft-Gleichgewicht-18x12.jpg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h2>Economic growth<\/h2>\n<p>When it comes to economic growth, it also became clear early on how difficult it is to make reliable forecasts under exceptional conditions. Many assumptions initially seemed plausible - but only partially stood up to actual developments. Although it was not assumed that GDP growth would remain constant, many economists speculated on a lower long-term trend, with some controversially forecasting a sharp decline followed by a rapid recovery.<\/p>\n<p>Today, most European countries are still below their pre-coronavirus pandemic trends and are experiencing slower growth than before the pandemic. One of the few exceptions in this respect is the USA, which, unlike Germany and Canada, has been back on its pre-pandemic course for some time.<\/p>\n<p>In the US, the more flexible labor market has made it much easier for employees to switch between different industries. Higher spending and <a href=\"https:\/\/www.piie.com\/research\/piie-charts\/pandemic-led-consumers-spend-more-goods-less-services#:~:text=The%20pandemic%20has%20forced%20countless,data%20tell%20us%20about%202020\" target=\"_blank\" rel=\"noopener\"><strong>Investments by the population and companies<\/strong><\/a> supported the country's economic recovery. In addition, the USA was less exposed to external shocks than most European nations. Europe, for example, was hit hard by the attack on Ukraine and the associated energy crisis.<\/p>\n<p>In the US, government measures such as extensive financial support in the form of unemployment benefits and business aid ensured a much faster recovery, while companies in other countries received significantly less support of this kind. Programs such as the Inflation Reduction Act and the CHIPS Act, both passed in 2022, ensured growth in key sectors such as domestic manufacturing and green energy through increased investment.<\/p>\n<p>Overall, it is clear that economic recovery is heavily dependent on structural conditions: Labor market flexibility, government intervention and external pressures interact differently and lead to significantly divergent developments between individual regions. Forecasts that do not take sufficient account of these differences quickly reach their limits in practice.<\/p>\n<p>A short article from 2021 shows how the economic impact of the pandemic was assessed differently early on than initially assumed.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_za7AsS4z2Fc\"><div id=\"lyte_za7AsS4z2Fc\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fza7AsS4z2Fc%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/za7AsS4z2Fc\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fza7AsS4z2Fc%2F0.jpg\" alt=\"YouTube video thumbnail\" width=\"640\" height=\"340\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nCorona pandemic: German economy hit harder than expected | <a href=\"https:\/\/www.youtube.com\/@faz\" target=\"_blank\" rel=\"nofollow noopener\">faz<\/a><\/p>\n<h2>Changes in productivity<\/h2>\n<p>The development of productivity was also discussed intensively during the pandemic. Many observers saw the crisis not only as a burden, but also as an opportunity for structural improvements - particularly through accelerated digitalization.<\/p>\n<p>In addition, many experts believed that the COVID-19 pandemic would lead to an increase in productivity in companies, as they were forced to invest in digitalization more quickly. In fact, productivity in the second quarter of 2020 was 11.1 % higher than in the fourth quarter of 2019. However, this was partly due to the closure of lower productivity sectors, such as retail, which significantly increased the share of highly productive sectors such as finance and manufacturing.<\/p>\n<p>At the same time, this increase was also driven by employees moving from sectors with low productivity to sectors with higher productivity. When the service sector reopened after the pandemic, this effect subsided again. According to an ECB analysis, the positive effect of labor reallocation in 2020 accounted for around half of total productivity growth between 2020 and 2023.<\/p>\n<p>This shows how short-term productivity increases are often due to compounding effects rather than genuine efficiency gains, which many forecasts have not sufficiently taken into account.<\/p>\n<p>In retrospect, this makes it clear that not every measured increase in productivity automatically indicates sustainable improvements. Particularly in exceptional situations, statistical effects can give a distorted picture if structural changes are only temporary in nature.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-5885\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Produktivitaet-Wachstum.jpg\" alt=\"Productivity, growth and debt levels\" width=\"1024\" height=\"682\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Produktivitaet-Wachstum.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Produktivitaet-Wachstum-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Produktivitaet-Wachstum-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Pandemie-Oekonomen-Produktivitaet-Wachstum-18x12.jpg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h2>Debt level<\/h2>\n<p>Another key aspect of economic development during the pandemic was the sharp rise in debt in many countries. Hardly any other area was discussed so intensively, as short-term stabilization and long-term risks directly clashed here.<\/p>\n<p>There was much debate about rising debt and the prevailing view proved to be largely correct. Many governments took on huge debts during the pandemic to fund financial measures to support the economy and prevent further collapses. It is estimated that the public debt to GDP ratio rose from 88 % in 2019 to 105 % in 2020.<\/p>\n<p>Although many economists traditionally viewed higher debt as a threat to the economy, the view that higher debt can be an effective means of stabilizing entire economies gained popularity. East Asian and Pacific countries were particularly affected due to pre-existing high debt levels, with an increase of 26 percentage points of GDP. Other regions were further impacted by limited access to domestic markets, forcing governments to borrow abroad, as well as declines in output and revenues, particularly in most advanced economies and the Middle East.<\/p>\n<p>Some countries in Africa recorded a significant increase in debt, mainly due to their heavy dependence on international aid and their limited fiscal space. For example, Sierra Leone's high level of debt, which was originally caused by the Ebola crisis in 2014 and 2015, continued to increase significantly due to borrowing during the COVID pandemic, which led to significant cuts in public spending.<\/p>\n<p>Even though Europe was not as badly affected as many other regions, the pandemic has nevertheless caused considerable economic damage and high levels of debt and is likely to continue to restrict social spending and private sector investment.<\/p>\n<p>Overall, it is clear that government debt can be a necessary instrument to ensure economic stability in times of crisis. At the same time, the long-term consequences of this development remain difficult to assess and will shape the fiscal policy scope of many countries for years to come.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse;\">\n<tbody>\n<tr style=\"background-color: #f2f2f2;\">\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Range<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Expectation of many economists<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Actual development and teaching<\/th>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Inflation<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Many experts were expecting low inflation or even deflation, as unemployment and uncertainty were likely to dampen demand.<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Supply chain disruptions, changes in consumer behavior and government measures led to sharp price increases. The lesson: supply bottlenecks can quickly overturn forecasts.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Economic growth<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Many forecasts predicted a significant slump and an uncertain, in some cases weaker recovery in the long term.<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">The recovery varied greatly from region to region. The USA came back faster than many European countries. The lesson: the labor market, energy dependency and government support are crucial.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Productivity<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Some experts expected digitalization and new forms of work to result in sustainable productivity gains.<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Part of the increase was due to composition effects, for example due to closed sectors with lower productivity. The lesson: not every measured increase is real progress.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Public debt<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Many economists expected a significant increase in debt as a result of extensive aid programs.<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">This assessment was largely confirmed. The lesson: Debt can stabilize in crises, but limits the scope for fiscal policy in the long term.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>Important findings<\/h2>\n<p>In summary, it can be said that many of the economic forecasts during the pandemic were only partially accurate. Although individual assumptions were not fundamentally wrong, the simultaneous impact of several factors was often underestimated. This is precisely one of the key lessons of this period.<\/p>\n<p>Inflation, economic growth and productivity all showed that economic developments rarely occur in isolation. Supply chain problems, government intervention, changes in consumer behavior and structural differences between national economies interacted and led to results that were hardly ever predicted in this form. This became particularly clear in the case of inflation, the dynamics of which many models were unable to depict.<\/p>\n<p>The extent to which institutional framework conditions play a role in economic growth also became apparent. Countries with more flexible labor markets and extensive government support measures were able to recover faster than others. At the same time, the development of productivity showed that short-term effects are often overestimated if they are based on statistical shifts and not on sustainable improvements.<\/p>\n<p>Rising government debt, in turn, illustrates the tension between short-term stabilization and long-term sustainability. While it was an important instrument during the crisis, its future impact remains uncertain and will accompany many economies for years to come.<br \/>\nOverall, the pandemic makes it clear that economic forecasts reach their limits in times of profound upheaval. It underlines the importance of taking different scenarios into account and understanding uncertainty not as an exception, but as an integral part of economic reality.<\/p>\n<h3>A look back: where it all began<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/en\/2025\/11\/where-does-sars-cov-2-come-from-a-factual-overview-of-all-corona-theories\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-3527 size-medium\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-300x213.jpg\" alt=\"SARS-CoV-2 - Corona\" width=\"300\" height=\"213\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-300x213.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-768x546.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>If you want to understand the economic consequences of the pandemic, there is no getting around one fundamental question: <a href=\"https:\/\/www.markus-schall.de\/en\/2025\/11\/where-does-sars-cov-2-come-from-a-factual-overview-of-all-corona-theories\/\"><strong>How did it all begin?<\/strong><\/a> While this article deals with the effects on inflation, growth and economic forecasts, it is worth taking a complementary look at the origins of the virus itself. A separate article addresses precisely this point - objectively, calmly and without jumping to conclusions. It compares the various theories on the origins of SARS-CoV-2, from natural origins to laboratory hypotheses, without evaluating any of them one-sidedly. The aim is to provide orientation and the basis for making your own judgment. Precisely because economic developments were so strongly influenced by the first months of the pandemic, this review helps to better understand the overall picture. Anyone wondering how a local health report turned into a global crisis will find a well-founded classification there.<\/p>\n<h2>Sources used in the article<\/h2>\n<div class=\"quellenblock\">\n<ul>\n<li><strong><a href=\"https:\/\/economicsnetwork.ac.uk\/research\/understandingecon\" target=\"_blank\" rel=\"noopener noreferrer\">Economics Network<\/a><\/strong>: Contribution to public perception of economic statements and confidence in economic forecasts.<\/li>\n<li><strong><a href=\"https:\/\/www.piie.com\/blogs\/realtime-economic-issues-watch\/high-inflation-unlikely-not-impossible-advanced-economies\" target=\"_blank\" rel=\"noopener noreferrer\">Peterson Institute for International Economics - Olivier Blanchard<\/a><\/strong>Analysis from 2020 on why high inflation in advanced economies was considered unlikely, but not impossible.<\/li>\n<li><strong><a href=\"https:\/\/www.ons.gov.uk\/peoplepopulationandcommunity\/personalandhouseholdfinances\/expenditure\/articles\/morethanonefifthofusualhouseholdspendinghasbeenlargelypreventedduringlockdown\/2020-06-11\" target=\"_blank\" rel=\"noopener noreferrer\">Office for National Statistics<\/a><\/strong>: Study on the impact of lockdowns on household spending and consumer behavior during the pandemic.<\/li>\n<li><strong><a href=\"https:\/\/www.piie.com\/research\/piie-charts\/pandemic-led-consumers-spend-more-goods-less-services\" target=\"_blank\" rel=\"noopener noreferrer\">Peterson Institute for International Economics<\/a><\/strong>: Illustration of how the pandemic has shifted consumer spending from services to goods.<\/li>\n<\/ul>\n<\/div>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-874 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-874 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Social issues of the present<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-874\" 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cannot be copied<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"johann sebastian bach &#8211; ordnung, haltung und das fundament unserer musik\" data-id=\"5033\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland musik portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2026\/02\/johann-sebastian-bach-order-attitude-and-the-foundation-of-our-music\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Johann Sebastian Bach - order, attitude and the foundation of our music<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Johann Sebastian Bach Portrait\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2026\/02\/johann-sebastian-bach-order-attitude-and-the-foundation-of-our-music\/\" rel=\"bookmark\">Johann Sebastian Bach - order, attitude and the foundation of our 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data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-scaled.jpg\" data-dpt-sizes=\"(max-width: 2560px) 100vw, 2560px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-scaled.jpg 2560w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-300x183.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-1024x623.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-768x467.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-1536x935.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-2048x1246.jpg 2048w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/auswandern-tschechien-titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div 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class=\"screen-reader-text\">From the end of compulsory military service to school strikes: the new debate on the Bundeswehr and education<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"School strikes on compulsory military service and the Bundeswehr at school\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Wehrpflicht-Schulstreiks.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Wehrpflicht-Schulstreiks.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Wehrpflicht-Schulstreiks-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Wehrpflicht-Schulstreiks-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Wehrpflicht-Schulstreiks-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2026\/03\/from-the-end-of-compulsory-military-service-to-school-strikes-the-new-debate-on-the-german-armed-forces-and-education\/\" rel=\"bookmark\">From the end of compulsory military service to school strikes: the new debate on the Bundeswehr and education<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Frequently asked questions<\/h2>\n<ol>\n<li><strong>What has made the pandemic so unreliable for economic forecasts?<\/strong><br \/>\nThe pandemic brought together several extraordinary factors at the same time - from global supply chain disruptions to government intervention and changes in consumer behavior. This combination was not sufficiently taken into account in many models.<\/li>\n<li><strong>Why were many economists wrong about inflation?<\/strong><br \/>\nMany assumed that high unemployment and cautious consumer behavior would keep prices stable. However, the actual bottlenecks in production and logistics led to a sharp rise in prices.<\/li>\n<li><strong>What role did supply chains play in inflation?<\/strong><br \/>\nThey were a decisive factor. Production stoppages and transportation problems led to supply bottlenecks, which caused prices to rise significantly in many areas.<\/li>\n<li><strong>Why did inflation develop so differently from expectations?<\/strong><br \/>\nBecause several influencing factors acted simultaneously, including government aid programs, catch-up effects in consumption and global disruptions - a combination that rarely occurs in this form.<\/li>\n<li><strong>Why was the USA able to recover faster than many European countries?<\/strong><br \/>\nThe USA benefited from a more flexible labor market, extensive government support measures and less dependence on external shocks such as the energy crisis in Europe.<\/li>\n<li><strong>How important is the labor market for economic growth?<\/strong><br \/>\nA flexible labor market makes it possible to react more quickly to changes. Employees can switch to growing sectors more easily, which accelerates the recovery.<\/li>\n<li><strong>Why was productivity partly overestimated during the pandemic?<\/strong><br \/>\nPart of the increase was due to statistical effects, such as the closure of less productive sectors. This made overall productivity appear higher than it actually was.<\/li>\n<li><strong>What are so-called composition effects in productivity?<\/strong><br \/>\nThis shifts the structure of the economy so that more productive sectors become more important. This increases measured productivity without any real efficiency gains.<\/li>\n<li><strong>Has digitalization sustainably improved productivity?<\/strong><br \/>\nIn part, yes, but many effects were short-term. Long-term improvements depend on how permanently new working methods and technologies are integrated.<\/li>\n<li><strong>Why has the national debt risen so sharply?<\/strong><br \/>\nGovernments had to finance extensive aid programs to support companies, secure jobs and cushion economic slumps.<\/li>\n<li><strong>Is a high level of national debt fundamentally problematic?<\/strong><br \/>\nIt can harbor risks in the long term, but is often necessary in times of crisis to avoid major economic damage.<\/li>\n<li><strong>Which countries were particularly hard hit by rising debt?<\/strong><br \/>\nParticularly countries with already high levels of debt or limited access to capital markets, such as in parts of Africa or East Asia.<\/li>\n<li><strong>What long-term consequences can debt have?<\/strong><br \/>\nIt can restrict future investments, lead to austerity measures or reduce governments' room for maneuver.<\/li>\n<li><strong>What is the most important lesson to be learned from the misjudgments of the pandemic?<\/strong><br \/>\nThat economic developments are more complex than many models can depict, especially in times of crisis with several factors acting simultaneously.<\/li>\n<li><strong>How should economic forecasts be improved in the future?<\/strong><br \/>\nBy taking greater account of uncertainties, alternative scenarios and a greater openness to different developments instead of overly rigid assumptions.<\/li>\n<\/ol>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-875 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-875 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Current articles on artificial intelligence<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-875\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wie tiere zeit wahrnehmen &#8211; und was das f\u00fcr die zukunft der ki bedeutet\" data-id=\"4918\"  data-category=\"allgemein gesellschaft ki-systeme\" data-post_tag=\"denkmodelle erfahrungen k\u00fcnstliche intelligenz llm portrait prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2026\/02\/how-animals-perceive-time-and-what-this-means-for-the-future-of-ki\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">How animals perceive time - and what this means for the future of AI<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Animals, AI and time perception\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Tiere-KI-Zeitwahrnehmung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2026\/02\/how-animals-perceive-time-and-what-this-means-for-the-future-of-ki\/\" rel=\"bookmark\">How animals perceive time - and what this means for the future of AI<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"die neuen eu-zensurgesetze: was chatcontrol, dsa, emfa und der ai act bedeuten\" data-id=\"3586\"  data-category=\"allgemein gesellschaft ki-systeme\" data-post_tag=\"datenschutz digitales eigentum eu-gesetze europa k\u00fcnstliche intelligenz llm meinungsfreiheit spieltheorie sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2025\/11\/the-new-eu-censorship-laws-what-chatcontrol-dsa-emfa-and-the-ai-act-mean\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">The new EU censorship laws: What Chatcontrol, DSA, EMFA and the AI Act mean<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"EU censorship laws\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/eu-zensurgesetze.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/eu-zensurgesetze.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/eu-zensurgesetze-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/eu-zensurgesetze-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/eu-zensurgesetze-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2025\/11\/the-new-eu-censorship-laws-what-chatcontrol-dsa-emfa-and-the-ai-act-mean\/\" rel=\"bookmark\">The new EU censorship laws: What Chatcontrol, DSA, EMFA and the AI Act mean<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"mit ki dialogisch denken lernen: warum gute fragen wichtiger sind als gute modelle\" data-id=\"4700\"  data-category=\"allgemein ki-systeme tipps &amp; anleitungen\" data-post_tag=\"denkmodelle k\u00fcnstliche intelligenz lernen llm prozesse ratgeber sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2026\/02\/learning-to-think-dialogically-with-ki-why-good-questions-are-more-important-than-good-models\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Learning to think dialogically with AI: Why good questions are more important than good models<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Learning to think dialogically with AI\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Denken-lernen-mit-KI-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2026\/02\/learning-to-think-dialogically-with-ki-why-good-questions-are-more-important-than-good-models\/\" rel=\"bookmark\">Learning to think dialogically with AI: Why good questions are more important than good models<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"rag mit ollama und qdrant als universelle suchmaschine f\u00fcr eigene daten\" data-id=\"2764\"  data-category=\"filemaker &amp; erp ki-systeme\" data-post_tag=\"datenbanken docker k\u00fcnstliche intelligenz llama llm mistral ollama qdrant vektordatenbank\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/en\/2025\/08\/rag-with-ollama-and-qdrant-as-a-universal-search-engine-for-your-own-data\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">RAG with Ollama and Qdrant as a universal search engine for own data<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1920\" height=\"640\" class=\"attachment-full size-full\" alt=\"Extend local AI with databases using RAG, Ollama and Qdrant\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant.jpg\" data-dpt-sizes=\"(max-width: 1920px) 100vw, 1920px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant.jpg 1920w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-300x100.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-1024x341.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-768x256.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-1536x512.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-18x6.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/en\/2025\/08\/rag-with-ollama-and-qdrant-as-a-universal-search-engine-for-your-own-data\/\" rel=\"bookmark\">RAG with Ollama and Qdrant as a universal search engine for own data<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>Even during the coronavirus pandemic, many economists were surprisingly unanimous: the great danger was a phase of low inflation, perhaps even deflation. A few years later, a different picture emerged. Inflation reached historic highs in many countries, supply chains collapsed and economic developments turned out differently than expected. The pandemic was not just a health crisis ... <a title=\"RAG with Ollama and Qdrant as a universal search engine for own data\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/en\/2025\/08\/rag-with-ollama-and-qdrant-as-a-universal-search-engine-for-your-own-data\/\" aria-label=\"Read more about RAG with Ollama and Qdrant as a universal search engine for own data\">Read more<\/a><\/p>","protected":false},"author":3,"featured_media":5883,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":193,"footnotes":""},"categories":[1,466],"tags":[444,480,481,475,482,426],"class_list":["post-5882","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-allgemein","category-gesellschaft","tag-denkmodelle","tag-deutschland","tag-energiepolitik","tag-europa","tag-geopolitik","tag-krisen"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/posts\/5882","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/comments?post=5882"}],"version-history":[{"count":10,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/posts\/5882\/revisions"}],"predecessor-version":[{"id":5971,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/posts\/5882\/revisions\/5971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/media\/5883"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/media?parent=5882"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/categories?post=5882"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/en\/wp-json\/wp\/v2\/tags?post=5882"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}