{"id":3268,"date":"2024-04-09T10:27:57","date_gmt":"2024-04-09T08:27:57","guid":{"rendered":"https:\/\/nicesoft.pl\/?p=3268"},"modified":"2025-10-23T11:07:18","modified_gmt":"2025-10-23T09:07:18","slug":"advanced-data-analysis","status":"publish","type":"post","link":"https:\/\/nicesoft.pl\/en\/technologie-webowe\/zaawansowane-analizy-danych\/","title":{"rendered":"Advanced data analytics \u2013 what is their significance?"},"content":{"rendered":"<h2>Czym jest zaawansowana analiza danych?<\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-15691 size-full aligncenter\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych.jpg\" alt=\"\" width=\"1500\" height=\"923\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych.jpg 1500w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-300x185.jpg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-1024x630.jpg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-768x473.jpg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-650x400.jpg 650w\" sizes=\"(max-width: 1500px) 100vw, 1500px\" \/><\/p>\n<p style=\"text-align: justify;\">Advanced data analysis involves techniques and tools that allow for <b>exploring large collections of information<\/b>. These can come from various sources, for example from:<\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">enterprise resource planning systems;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">external databases;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">information portals or social media;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Internet of Things devices.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">With their help, you can quickly gather, process, and analyse data. This is an excellent way to constantly have the information resource necessary for development in the market and for effectively countering competition.<\/p>\n<p style=\"text-align: justify;\">Advanced data analysis can be performed both within a complex IT system and in a computer's RAM. A common solution is also <b>cloud<\/b>, which has many advantages:<\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">Scalability and flexibility \u2013 at any moment you can add more information resources, without worrying about running out of space.;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">continuous access to data from almost anywhere in the world \u2013 all that is needed is an internet connection;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">low risk of company downtime \u2013 regular backup updates will allow for quick restoration of files lost due to failure;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">High level of security \u2013 data is protected using various tools, for example encryption.<\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-3271 size-full\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-za-pomoca-chmury.jpeg\" alt=\"Advanced data analysis using the cloud\" width=\"1200\" height=\"628\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-za-pomoca-chmury.jpeg 1200w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-za-pomoca-chmury-300x157.jpeg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-za-pomoca-chmury-1024x536.jpeg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-za-pomoca-chmury-768x402.jpeg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/zaawansowana-analiza-danych-za-pomoca-chmury-650x340.jpeg 650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: justify;\">Advanced data analysis using the cloud is also <b>lower costs<\/b>. This is related to you not having to bear the expenses of building and maintaining the necessary infrastructure. There is also no need to hire additional staff who would be responsible for data collection and processing.<\/p>\n<h2>Advanced data analysis techniques are distinguished by their ability to uncover complex patterns, make accurate predictions, and derive deep insights from large and varied datasets. They often involve sophisticated statistical modelling, machine learning algorithms, and computational power that goes beyond traditional methods.<\/h2>\n<p style=\"text-align: justify;\">Unlike traditional data analysis methods, advanced ones are far more complex. They provide:<\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>processing huge datasets<\/b>, including those that are dispersed;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>rapid flow of information<\/b>, which can be implemented in real-time or at specified intervals.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Advanced data analysis will allow us to examine the available information. <b>in various forms<\/b>. These can be both data <b>original<\/b> (unstructured), i.e. those which have not been organised into, for example, rows or columns (examples include graphic or photographic files), as well as data <b>unstructured<\/b>, so organised in a way that is easy for computer systems to understand (including Excel spreadsheets, among other things). Partially structured data is also encountered, including websites or <a href=\"https:\/\/pl.wikipedia.org\/wiki\/XML\" target=\"_blank\" rel=\"noopener\">XML files<\/a>.<\/p>\n<h2>Zaawansowane analizy danych obejmuj\u0105 metody takie jak:\n\n*   **Uczenie maszynowe (Machine Learning):** Algorytmy, kt\u00f3re pozwalaj\u0105 komputerom uczy\u0107 si\u0119 z danych bez explicitnego programowania. Obejmuje to uczenie nadzorowane (klasyfikacja, regresja), uczenie nienadzorowane (klasteryzacja, redukcja wymiarowo\u015bci) i uczenie ze wzmocnieniem.\n*   **G\u0142\u0119bokie uczenie (Deep Learning):** Podzbi\u00f3r uczenia maszynowego wykorzystuj\u0105cy sieci neuronowe z wieloma warstwami do analizy z\u0142o\u017conych wzorc\u00f3w w danych, cz\u0119sto stosowany w przetwarzaniu obraz\u00f3w, j\u0119zyka naturalnego i d\u017awi\u0119ku.\n*   **Przetwarzanie j\u0119zyka naturalnego (Natural Language Processing - NLP):** Techniki umo\u017cliwiaj\u0105ce komputerom rozumienie, interpretowanie i generowanie ludzkiego j\u0119zyka.\n*   **Analiza tekstu (Text Analytics):** Ekstrakcja informacji, trend\u00f3w i sentyment\u00f3w z danych tekstowych.\n*   **Analiza predykcyjna (Predictive Analytics):** Wykorzystanie danych historycznych do przewidywania przysz\u0142ych zdarze\u0144, zachowa\u0144 lub trend\u00f3w.\n*   **Analiza preskryptywna (Prescriptive Analytics):** Identyfikacja sugerowanych dzia\u0142a\u0144 w celu osi\u0105gni\u0119cia po\u017c\u0105danych wynik\u00f3w, bazuj\u0105c na wynikach analizy predykcyjnej.\n*   **Eksploracja danych (Data Mining):** Odkrywanie wzorc\u00f3w, anomalii i zale\u017cno\u015bci w du\u017cych zbiorach danych.\n*   **Analiza sieciowa (Network Analysis):** Badanie relacji i interakcji mi\u0119dzy obiektami w sieciach.\n*   **Analiza statystyczna (Statistical Analysis):** Zaawansowane techniki statystyczne, takie jak modelowanie regresji wielopoziomowej, analiza szereg\u00f3w czasowych, testowanie hipotez i wnioskowanie statystyczne.\n*   **Uczenie ze wzmocnieniem (Reinforcement Learning):** Typ uczenia maszynowego, w kt\u00f3rym agent uczy si\u0119 podejmowa\u0107 decyzje poprzez interakcj\u0119 ze \u015brodowiskiem, otrzymuj\u0105c nagrody lub kary.<\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-3272 size-full\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/jakie-metody-obejmuja-zaawansowane-analizy-danych.jpeg\" alt=\"Zaawansowane analizy danych obejmuj\u0105 metody takie jak:*   **Uczenie maszynowe (Machine Learning):** Algorytmy, kt\u00f3re pozwalaj\u0105 komputerom uczy\u0107 si\u0119 z danych bez explicitnego programowania. Obejmuje to uczenie nadzorowane (klasyfikacja, regresja), uczenie nienadzorowane (klasteryzacja, redukcja wymiarowo\u015bci) i uczenie ze wzmocnieniem.*   **G\u0142\u0119bokie uczenie (Deep Learning):** Podzbi\u00f3r uczenia maszynowego wykorzystuj\u0105cy sieci neuronowe z wieloma warstwami do analizy z\u0142o\u017conych wzorc\u00f3w w danych, cz\u0119sto stosowany w przetwarzaniu obraz\u00f3w, j\u0119zyka naturalnego i d\u017awi\u0119ku.*   **Przetwarzanie j\u0119zyka naturalnego (Natural Language Processing - NLP):** Techniki umo\u017cliwiaj\u0105ce komputerom rozumienie, interpretowanie i generowanie ludzkiego j\u0119zyka.*   **Analiza tekstu (Text Analytics):** Ekstrakcja informacji, trend\u00f3w i sentyment\u00f3w z danych tekstowych.*   **Analiza predykcyjna (Predictive Analytics):** Wykorzystanie danych historycznych do przewidywania przysz\u0142ych zdarze\u0144, zachowa\u0144 lub trend\u00f3w.*   **Analiza preskryptywna (Prescriptive Analytics):** Identyfikacja sugerowanych dzia\u0142a\u0144 w celu osi\u0105gni\u0119cia po\u017c\u0105danych wynik\u00f3w, bazuj\u0105c na wynikach analizy predykcyjnej.*   **Eksploracja danych (Data Mining):** Odkrywanie wzorc\u00f3w, anomalii i zale\u017cno\u015bci w du\u017cych zbiorach danych.*   **Analiza sieciowa (Network Analysis):** Badanie relacji i interakcji mi\u0119dzy obiektami w sieciach.*   **Analiza statystyczna (Statistical Analysis):** Zaawansowane techniki statystyczne, takie jak modelowanie regresji wielopoziomowej, analiza szereg\u00f3w czasowych, testowanie hipotez i wnioskowanie statystyczne.*   **Uczenie ze wzmocnieniem (Reinforcement Learning):** Typ uczenia maszynowego, w kt\u00f3rym agent uczy si\u0119 podejmowa\u0107 decyzje poprzez interakcj\u0119 ze \u015brodowiskiem, otrzymuj\u0105c nagrody lub kary.\" width=\"1200\" height=\"800\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/jakie-metody-obejmuja-zaawansowane-analizy-danych.jpeg 1200w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/jakie-metody-obejmuja-zaawansowane-analizy-danych-300x200.jpeg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/jakie-metody-obejmuja-zaawansowane-analizy-danych-1024x683.jpeg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/jakie-metody-obejmuja-zaawansowane-analizy-danych-768x512.jpeg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/jakie-metody-obejmuja-zaawansowane-analizy-danych-650x433.jpeg 650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: justify;\">Advanced data analysis includes <b>various methods and tools<\/b>. Below we will describe some selected ones. Regardless of which type you choose, such an analysis usually consists of identical <b>stages<\/b>. Includes:<\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">Data collection and storage \u2013 these can be placed in a data warehouse.;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">processing, i.e. verifying, sorting and filtering the collected records;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">cleaning \u2013 involves removing incomplete or incorrect fields;<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Reviewing data to find specific patterns and relationships between them.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">For advanced data analysis methods to achieve the desired effect, they should be implemented by <a href=\"https:\/\/nicesoft.pl\/en\/\">a company with appropriate experience in this regard<\/a>. It's not worth doing it yourself, as it requires specialised knowledge and appropriate tools.<\/p>\n<h3>Big Data<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3273 size-full\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/big-data.jpeg\" alt=\"Big Data\" width=\"1200\" height=\"672\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/big-data.jpeg 1200w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/big-data-300x168.jpeg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/big-data-1024x573.jpeg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/big-data-768x430.jpeg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/big-data-650x364.jpeg 650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: justify;\">Big Data <b>complex datasets<\/b>, which enable the analysis of collected resources to gain new knowledge. They are useful, for example, for generating innovation in industry or logistics. Big Data contain a huge amount of diverse data that can be processed very quickly.<\/p>\n<h3>Statistical modelling<\/h3>\n<p style=\"text-align: justify;\">Statistical modelling will allow to identify specific dependencies as well as <b>predict future outcomes<\/b> based on the available data. It can also be used to determine the factors influencing a given phenomenon. Such modelling is based, for example, on linear regression (predicts results based on a specific numerical range) or logistic regression (takes into account the value of a qualitative variable).<\/p>\n<h3>Machine learning<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3274 size-full\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/machine-learning.jpeg\" alt=\"Machine learning\" width=\"1200\" height=\"800\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/machine-learning.jpeg 1200w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/machine-learning-300x200.jpeg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/machine-learning-1024x683.jpeg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/machine-learning-768x512.jpeg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/machine-learning-650x433.jpeg 650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: justify;\">Analysing datasets also enables machine learning, which involves <b>the acquisition of new knowledge by computer systems<\/b>. Based on the data provided, they are able to provide recommendations regarding what should be done in a specific situation. This is useful, for example, for identifying market trends.<\/p>\n<h3>Predictive analytics<\/h3>\n<p style=\"text-align: justify;\">predictive analysis deals with <b>Forecasting future events based on historical data<\/b>. It allows, among other things, sales forecasting, which will enable the determination of the optimal supply level in individual periods of the year. Modern solutions use artificial intelligence techniques, including neural networks.<\/p>\n<h2>What is the significance of advanced data analysis? Examples relating to specific sectors<\/h2>\n<p style=\"text-align: justify;\">The application of advanced data analysis is <b>very beneficial<\/b>. It can contribute to increasing the efficiency of companies from various sectors, for example, financial and medical. The result of such an analysis is the optimisation of business processes, easier decision-making, and a reduction in operating costs. Another advantage is gaining and maintaining a competitive edge.<\/p>\n<h3>The financial industry<\/h3>\n<p style=\"text-align: justify;\">Financial services firms can use advanced data analytics to <b>transaction tracking<\/b>. __OPENROUTER_FAILED__.<\/p>\n<h3>The medical industry<\/h3>\n<p style=\"text-align: justify;\">In the medical industry, advanced data analysis techniques help <b>control the information gathered in the files <\/b>in terms of their correctness, as well as to obtain patient data more quickly. This is important from the perspective of the effectiveness of diagnosis and treatment, as well as reducing the cost of services provided.<\/p>\n<h3>The marketing industry<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3276 size-full\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-marketingowa.jpeg\" alt=\"The marketing industry\" width=\"1200\" height=\"675\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-marketingowa.jpeg 1200w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-marketingowa-300x169.jpeg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-marketingowa-1024x576.jpeg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-marketingowa-768x432.jpeg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-marketingowa-650x366.jpeg 650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: justify;\">Advanced data analytics is the perfect way to <b>to better understand customer needs and identify future market trends<\/b>. Information regarding, for example, the amount of time users spend online, as well as the type of websites they visit or their online activities, will be useful for planning advertising strategies and creating personalised marketing messages. The result is a perfect match between promotional activities and customer expectations, which will increase sales and lead to market success.<\/p>\n<h3>The retail sector<\/h3>\n<p style=\"text-align: justify;\">W bran\u017cy handlowej zaawansowana analityka danych to \u015bwietny spos\u00f3b na to, aby\nIn the retail sector, advanced data analytics are a great way to <b>determine the optimal price and supply levels and define the appropriate product parameters<\/b>. Information regarding, for instance, the current market situation, competitor offerings, and customer needs will help to develop an appropriate course of action, which will allow business objectives to be achieved. This also provides significant support when looking for market opportunities and niches.<\/p>\n<h3>Logistics industry<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-3277 size-full\" src=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-logistyczna.jpeg\" alt=\"Logistics industry\" width=\"1200\" height=\"798\" title=\"\" srcset=\"https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-logistyczna.jpeg 1200w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-logistyczna-300x200.jpeg 300w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-logistyczna-1024x681.jpeg 1024w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-logistyczna-768x511.jpeg 768w, https:\/\/nicesoft.pl\/wp-content\/uploads\/2024\/04\/branza-logistyczna-650x432.jpeg 650w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p style=\"text-align: justify;\">Logistics, particularly transport, can also benefit greatly from the advances in advanced data analysis. Innovative tools are used, for example, for <b>determining optimal routes<\/b>, lorries travel on. In this regard, data on traffic flow transmitted to GPS devices in real time is useful.<\/p>\n<p style=\"text-align: justify;\">Other examples include effective traffic management to reduce congestion and increasing the efficiency of public transport. Such actions lead to reduced costs and lower fuel consumption, thus offering both financial and environmental benefits.<\/p>\n<h3>The agricultural sector<\/h3>\n<p style=\"text-align: justify;\">Advanced data analytics can also be successfully used in the agricultural industry. Information coming from satellites or sensors placed in various machines will help <b>to make better use of available resources<\/b>, and more effectively plan crops.<\/p>","protected":false},"excerpt":{"rendered":"<p>Advanced data analytics is the perfect way to process large amounts of information to achieve business goals. For example, it can be useful for gathering customer insights to offer products or services precisely tailored to their needs. In our article, you will learn why implementing such analysis in a company is important and what benefits it can bring.<\/p>","protected":false},"author":1,"featured_media":3269,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[7,1,29],"tags":[],"class_list":["post-3268","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-systemy-it","category-technologie-webowe","category-wszystko"],"_links":{"self":[{"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/posts\/3268","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/comments?post=3268"}],"version-history":[{"count":4,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/posts\/3268\/revisions"}],"predecessor-version":[{"id":15692,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/posts\/3268\/revisions\/15692"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/media\/3269"}],"wp:attachment":[{"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/media?parent=3268"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/categories?post=3268"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nicesoft.pl\/en\/wp-json\/wp\/v2\/tags?post=3268"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}