Technologies, trends and theories:
knowledge at the cutting edge.
Our knowledge base contains information, interesting facts and selected articles on the latest trends and current developments on global labor markets and in the world of semantic technologies relating to human resources and recruitment, occupation (big) data and ontologies / knowledge graphs, job classifications, CV parsing, skills and job matching and much more.
The Pitfalls of Incorrect Data in Taxonomies, LMIs, Labor Market Forecasts, and HR Analyses
/in Knowledge Base /by JANZZ.technologyIn this new episode of our Uncovers Series, we delve into the critical issue of incorrect data in taxonomies, labor market information (LMI), labor market forecasts and predictions, and HR analyses. We explore the challenges posed by the use of unsupervised, unverified data from various sources, which is then applied without critical examination to processes such as matching, gap analysis, labor market forecasts, and demand/supply predictions.
The Quality of Skills and Job Data
In this post, » Read more about: The Pitfalls of Incorrect Data in Taxonomies, LMIs, Labor Market Forecasts, and HR Analyses »
A Graph is not a Graph is not a Graph…
/in Knowledge Base /by JANZZ.technologyThe superior power of manually curated knowledge graphs
In various fields, such as data science, biology, social networks, and labor markets, graphs play a crucial role in visually representing data and analyzing complex relationships and patterns. While automated graphs have their advantages, manually curated graphs stand out as more reliable and intelligent due to the human touch in their creation and maintenance. With regulations like the # EU AI Regulatory Act on the horizon, » Read more about: A Graph is not a Graph is not a Graph… »
A rose ≠ is a rose ≠ is a rose – or why matching with skills without a precise level is as good as useless.
/in Knowledge Base /by JANZZ.technologyHaving touched on the subject of skills a couple of days ago in the post Knowledge ≠ Skills ≠ Experience – or why a consistent distinction between these terms is more important than ever, I would like to take a closer look at the topic today.
Job matching is a process that has gained popularity in recent years as a tool to, for example, match individuals with job vacancies based on their skills. » Read more about: A rose ≠ is a rose ≠ is a rose – or why matching with skills without a precise level is as good as useless. »
Knowledge ≠ Skills ≠ Experience – or why a consistent distinction between these terms is more important than ever.
/in Knowledge Base /by JANZZ.technologyKnowledge, skills and experience are three crucial components that make up an individual’s competence in any field. Unfortunately, these terms are used interchangeably these days, but they have very different meanings.
Knowledge refers to an intellectual understanding of facts, concepts and theories related to a particular field. It is acquired through education, reading books, attending lectures and participating in training programmes. Knowledge is essential because it provides the basis for developing skills. It enables individuals to understand the why behind a particular practice or procedure. » Read more about: Knowledge ≠ Skills ≠ Experience – or why a consistent distinction between these terms is more important than ever. »
From guessing to knowing with JANZZilms!: Academic overqualification is one of the main drivers of the intensifying global worker shortage.
/in Knowledge Base /by JANZZ.technologyMany countries worldwide, especially in emerging labor markets in Southeast Asia, Africa, and Latin America, are facing growing labor market challenges. More and more overqualified workers with academic backgrounds struggle to find work in their field. On the other hand, there is a shortage of skilled workers with technical or vocational backgrounds, leaving many jobs unfilled. Both are costly symptoms of an ever-increasing skills mismatch worldwide.
This trend is a result of several factors. » Read more about: From guessing to knowing with JANZZilms!: Academic overqualification is one of the main drivers of the intensifying global worker shortage. »