Towards better Smart Data skills for future professionals

September 30, 2020

Every millisecond people record and generate numerous amounts of data. Yet, generating and saving data is not enough, to gain the real advantage of it, the data has to be understandable for a human being. In 300 BCE the Library of Alexandria housed perhaps the largest collection of data in the ancient world. In 2015 Google became the largest big data company in the world storing 10 billion gigabytes of data and processing nearly 3.5 billion requests every day. Still, this is just the beginning of scratching the surface of data generation. 
 
As the European Union's Strategic Policy states, “data-driven business models are the engine of Europe's growth, industrial transformation and job creation.” Thus, to understand and use Smart Data is the next step towards digitalization of the economy. The growing need for data professionals inspired the “Generation Data” project, which focuses on higher education institutions and early-stage entrepreneurs. As a result of it, the current and future generations of students have access to effective and practical teaching on generation, management and analysis of digital data.
 
Smart Data for smart business
 
“Teaching students to manage Smart Data is thinking about future professionals and entrepreneurs. As we can see nowadays, Smart Data is not fully exploited in our world's business. According to the results of the NESTA (2015) investigation, throughout the business world today, people rely too much on experience and intuition and not enough on data”, says Dr. Lina Peciure, the vice-director of Vilnius Tech Creativity and Innovation centre “LinkMenų fabrikas”, which is one of the partner institutions of the “Generation Data” project. 
 
Smart Data other than Big Data has an added layer of intelligence or interpretation. Thus, the usage of Smart Data enables decisions to be made more quickly, and even in some cases, without human intervention. “Smart Data in business can help to improve the various processes – from time reduction, cost savings to improved customer's satisfaction”, Dr. Lina Peciure continues. 
 
Smart Data in a classroom
 
“Generation Data” project aimed to improve the ability of higher education institutions to understand and teach smart data skills, thus providing students, early-stage entrepreneurs and businesses with more relevant, effective teaching and training. The project has designed and offered training in data management skills: analysis, credibility assessment, researching and logical thinking, which were highlighted by Polish managers and business owners as the Aktywni+ report (2017) from Warsaw University states. After two years of work, the “Generation Data” project has created Generation Data Toolkit, developed classroom and online courses on Smart Data and trained 1st generation of Generation Data Teachers and Lecturers. 
 
Delivered results of the project “Generation Data” are multilingual, interactive and, most importantly, focusing on students and start-up entrepreneurs wishing to improve their skills in data generation, management and analysis. “Generation Data” project is ending, yet we believe that in the long term, the project will result in a better-qualified workforce in the most in-demand skill, improved business growth and higher levels of digital competencies within the higher education sector”, says Dr. Lina Peciure. 
 
All the resources of the project are available in three different languages – English, Danish and Polish – and can be accessed and downloaded free on the project website.  

This project has been co-funded by the Erasmus+ Programme of the European Union. 

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New doctoral dissertation
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Geopolitics is changing design priorities: infrastructure must withstand explosions too
Geopolitics is changing design priorities: infrastructure must withstand explosions too
Until recently, buildings were primarily designed to withstand conventional loads such as wind, snow, and everyday use. However, geopolitical developments in Europe and around the world are changing perspectives in Lithuania as well: the resilience of infrastructure to extreme scenarios, such as explosions, is becoming an integral part of the design process. Dr. Povilas Dabrila, a junior researcher at the Department of Steel and Composite Structures of the Faculty of Civil Engineering at VILNIUS TECH University, says that explosions are a rare but high-consequence threat, and traditional design approaches do not always account for such scenarios. [caption id="attachment_115773" align="alignnone" width="2560"] Povilas Dabrila[/caption] “The war in Ukraine has forced us to rethink many things. One of them is how we design, maintain, and protect infrastructure. 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The researcher explains that the effect of an explosion on structures differs fundamentally from conventional loads. “An explosion affects a building extremely suddenly. A blast wave forms and, within a very short time, transfers significant pressure to the façade, windows, walls, and floors. What distinguishes an explosion from other challenging conditions is the duration of its impact. Snow loads a structure gradually over a long period, and even wind is not as sudden as an explosion. In the case of an explosion, the impact is felt almost instantly.” As a result, structures respond differently as well. “The key question is not only whether an element can withstand the load. What also matters is how it behaves under dynamic loading—how it deforms and whether it maintains its integrity.” According to Dabrila, explosions often first damage weaker elements such as windows, façade components, and non-load-bearing walls. The greatest risk arises when load-bearing elements are damaged, leading to more extensive structural failures. In such cases, collapse may occur. “In rare cases, localized damage can trigger a much larger collapse. For example, if a single column is damaged, internal forces are redistributed to other elements, which may also fail, causing the collapse to spread further. It is important to note that such situations are rare in ordinary buildings. Buildings are designed with safety margins, and regulations require the evaluation of structural safety and reliability.” Reducing the impact is essential According to Dabrila, blast resistance requires a comprehensive approach: both the resilience of the structure itself and measures that either increase the distance between the explosion and the building or reduce the impact of the blast. “A building’s resistance to explosions does not depend solely on stronger walls or columns. 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Their purpose is to move the threat farther away, block direct impact, or absorb part of the energy so that it does not reach the primary structure. We can see practical examples in Ukraine. The country employs various protective solutions, ranging from additional structural elements to protective nets that reduce the risk of direct drone strikes or other impacts.” How blast resistance is achieved According to Dabrila, designing structures that are more resistant to explosions involves solutions at several levels — from reducing the impact itself to strengthening the structure. “The first goal is to reduce the impact before it reaches the building. This can be achieved through standoff distances, concrete blocks, earth berms, barriers, protective fences, anti-drone nets, or additional structural installations. At the same time, the most critical structural components — columns, slabs, walls, and connections — are strengthened. This can be done using steel, reinforced concrete, composite materials, or additional bracing.” Energy-absorbing systems are also used, including protective panels, multilayer façades, and composite modules. Their purpose is to absorb part of the blast energy and reduce damage to the primary structure. According to Dabrila, digital technologies make it possible to evaluate potential scenarios in advance. “Modeling is also extremely important. Today, numerical models allow us to evaluate how a building or its individual elements would behave during an explosion, impact, or another extreme event. This enables us to base decisions on calculations and testing rather than assumptions. 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One area of research involves protective composite modules that could be installed on existing structures and serve as an additional protective layer.” According to him, both the materials and their internal structure are important. “Different layers, materials, and internal geometries can be combined, including energy-absorbing structures. The goal is to make the protection as lightweight as possible while maximizing energy absorption.” Experimental testing conducted at the faculty helps researchers understand the real behavior of materials, while numerical modeling allows this knowledge to be applied on a larger scale. “Through testing, we observe how materials actually deform and fail. Modeling allows us to scale those results up — for example, evaluating not only a small specimen but also a structural component or a real-world structure. Such research is important because it can lead to practical recommendations: which materials to choose, what layer configurations to use, how to attach protective modules, and where protection would provide the greatest benefit.” The goal is to control damage Dabrila stresses that it is impossible to make buildings completely resistant to explosions. Everything depends on the size of the explosion, the distance from the blast, the building’s structural system, the surrounding environment, and how the impact reaches the building. “The primary objective is usually not to make a building ‘indestructible’ but to control the damage. This means setting clear priorities. The most important goals are protecting people, preventing sudden collapse, reducing damage, and, if possible, maintaining critical functions.” In Dabrila’s view, assessing infrastructure resilience against extreme scenarios has not yet become common practice in Lithuania. Explosions and other extreme scenarios are typically considered only for specific types of facilities. However, changing circumstances are also changing design priorities. “There is increasing discussion about civil protection, critical infrastructure security, and the resilience of facilities under crisis conditions. As a result, this topic is gradually moving from a narrow specialist field into a broader engineering and national security issue.” He notes that much still depends on the client’s perspective. “Such solutions often involve additional costs, while their benefits become apparent only during a crisis. As a result, it can be difficult to justify the investment, especially when the primary focus is minimizing construction costs.” Nevertheless, he believes that building resilience should be viewed not as an extra expense but as a risk management measure. “Resilience is not a luxury — it is risk management. 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