The concept of descriptive analytics

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(172)

Опубликована: Янв. 1, 2023

Purpose:The goal of the paper is to analyze main features, benefits and problems with descriptive analytics usage.Design/methodology/approach: Critical literature analysis.Analysis international from databases polish legal acts connecting researched topic.Findings: The discusses concept analytics, which involves collecting, cleaning, summarizing historical data various sources provide a clear concise summary that can aid in decision-making.The explains importance as foundation for other types highlights steps involved its implementation, including collection, cleaning preparation, exploration visualization, analysis, interpretation, reporting.The also mentions advantages such identifying trends patterns, optimizing processes, improving decision-making, simplifying communication, while cautioning businesses about potential pitfalls challenges this approach, limited predictive power, incomplete data, privacy concerns, biased results, overreliance on data.The emphasizes understanding these issues ensure insights generated are relevant, accurate, useful.Originality/value: Detailed analysis all subjects related connected analytics.

Язык: Английский

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European Climate Policy in the Context of the Problem of Methane Emissions from Coal Mines in Poland

Energies, Год журнала: 2024, Номер 17(10), С. 2396 - 2396

Опубликована: Май 16, 2024

This paper presents a thorough examination of methane capture from Polish coal mines, contextualized within the framework European Union’s (EU) climate policy objectives. Through strategic analysis encompassing interior surrounding environment, and macro this study elucidates complex dynamics involved in emissions initiatives. The key findings include declining trend absolute since 2008, despite fluctuations extraction volumes, relatively stable level exceeding 300 million m3/year 2014. underscores critical role government support, both terms financial incentives streamlined regulatory processes, to facilitate integration technologies into mining operations. Collaboration through partnerships stakeholder engagement emerges as essential for overcoming resource competition ensuring long-term success projects. also highlights economic environmental opportunities presented by reserves, emphasizing importance investment efficient technologies. Despite these advancements, challenges persist, particularly regarding low efficiency current de-methanation Recommendations modernization technological innovation are proposed enhance utilization.

Язык: Английский

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Functioning of predictive analytics in business

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(175)

Опубликована: Янв. 1, 2023

Purpose:The goal of the paper is to analyze main features, benefits and problems with predictive analytics usage.Design/methodology/approach: Critical literature analysis.Analysis international from databases polish legal acts connecting researched topic.Findings: Predictive a powerful tool that leverages historical data statistical models forecast future outcomes behaviors.It enables organizations gain valuable insights, make informed decisions, drive business growth.By analyzing patterns, correlations, trends in data, can uncover hidden relationships provide deeper understanding processes, customer behavior, market trends, other important factors.The are numerous.It predict events, leading proactive decision-making ability anticipate outcomes.It enhances improves resource allocation, provides enhanced insights.Predictive also helps risk mitigation, fraud detection, optimization operations pricing, product development, marketing effectiveness.By leveraging these benefits, competitive advantage achieve sustainable success.Originality/value: Detailed analysis all subjects related connected analytics.

Язык: Английский

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Smart mobility in a smart city concept

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(170), С. 679 - 692

Опубликована: Янв. 1, 2023

Purpose: The purpose of this publication is to present the most important features with which smart mobility approach characterized. Design/methodology/approach: Critical literature analysis. Analysis international from main databases and polish legal acts connecting researched topic. Findings: In a city, also plays an role in environmental protection. Modern modes transportation, such as electric cars urban bicycles, reduce greenhouse gas emissions air pollution. Thus, contributes improving quality health residents. As part seen traffic safety. Smart monitoring systems rapid response dangerous situations, collisions or accidents, can help minimize accidents collisions. one key elements life for city residents by increasing mobility, reducing pollution, road safety introducing innovative transportation solutions. Originality/value: Detailed analysis all subjects related problems connected city. Keywords: life, biking. Category paper: review.

Язык: Английский

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The concept of diagnostic analytics

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(175)

Опубликована: Янв. 1, 2023

Purpose:The goal of the paper is to analyze main features, benefits and problems with diagnostic analytics usage.Design/methodology/approach: Critical literature analysis.Analysis international from databases polish legal acts connecting researched topic.Findings: The discusses concept analytics, which a powerful tool for organizations understand underlying factors reasons behind specific outcomes or events.By analyzing historical data applying statistical techniques, can identify root causes, patterns, correlations that explain past events.This understanding enables informed decision-making, performance improvement, risk mitigation, enhanced customer insights, process optimization, resource allocation, continuous improvement.Nevertheless, there are several challenges associated analytics.Firstly, analysis be time-consuming due need thorough examination interpretation data.Additionally, real-time insights may limited as primarily focuses on data.Issues related quality availability also arise, impacting accuracy reliability analysis.Furthermore, lacks predictive capabilities, making it more challenging anticipate future outcomes.The complexity analysis, privacy security concerns, risks bias misinterpretation, difficulties in identifying causal relationships further add face.Originality/value: Detailed all subjects connected analytics.

Язык: Английский

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Sustainable Vehicle Design Considering Quality Level and Life Cycle Environmental Assessment (LCA)

Energies, Год журнала: 2023, Номер 16(24), С. 8122 - 8122

Опубликована: Дек. 18, 2023

One of the global ecological problems is excessive carbon dioxide emissions generated by vehicles in transport sector, including passenger transport. Therefore, objective this investigation was to develop a model that supports prediction vehicle variants will be satisfactory customer terms of: (i) quality level and (ii) environmental impact throughout life cycle. This developed with following techniques: TOPSIS (Technique for Order Preference Similarity Ideal Solution), LCA (Life Cycle Assessment), SMARTER (Specific, Measurable, Achievable, Relevant, Time-bound), Pareto–Lorenz, Multi-Criteria Decision Method rule (7 ± 2). A test carried out production electric BEV (battery vehicle) which cycle assessment were estimated. Vehicle levels ranged from 0.15 0.69, weight 0.75. However, scores estimated range 0.25 0.57, 0.25. Ultimately, vehicles’ 0.18 0.62. As result, it shown on basis various modifications corresponding impacts their cycle, possible predict variant most and, at same time, environmentally friendly. The originality relies supporting making sustainable design decisions planning improvement actions according expectations. can used analyse different types producers dealers these products.

Язык: Английский

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The basis of prospective analytics in business

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(176)

Опубликована: Янв. 1, 2023

Purpose:The goal of the paper is to analyze main features, benefits and problems with prospective analytics usage.Design/methodology/approach: Critical literature analysis.Analysis international from databases polish legal acts connecting researched topic.Findings: Prescriptive aims assist businesses in making informed decisions that optimize desired outcomes or minimize undesired ones.It goes beyond predicting future provides recommendations on best actions achieve goals while considering potential risks uncertainties.Prescriptive finds applications various domains such as supply chain management, financial planning, healthcare, marketing, operations management.It empowers make data-driven decisions, resource allocation, enhance efficiency, gain a competitive advantage.Considered highest level analytics, prescriptive combines historical data, real-time information, optimization techniques, decision models generate actionable recommendations.Originality/value: Detailed analysis all subjects related connected analytics.

Язык: Английский

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The implementation of Industry 4.0 concept in Smart City

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(178), С. 753 - 770

Опубликована: Янв. 1, 2023

Purpose: The purpose of this publication is to present relations between Industry 4.0 and Smart City. Design/methodology/approach: Critical literature analysis. Analysis international from main databases polish legal acts connecting with researched topic. Findings: study highlights the positive effects on Cities, including efficient infrastructure, connected transportation, data-driven decision-making, improved public services, enhanced safety security. Furthermore, supports sustainability, economic growth, resilience in Cities. However, implementing Cities poses challenges such as high costs, data security privacy concerns, digital divide issues, workforce displacement, technological complexity. Interoperability, energy consumption, lack standardization, overreliance technology, resistance change are also potential hurdles be addressed. Originality/value: Detailed analysis all subjects related problems smart city 4.0. Keywords: city, 4.0, digitalization, economy, services. Category paper: review.

Язык: Английский

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Determinants of lean manufacturing adoption by Chinese manufacturers

International Journal of Lean Six Sigma, Год журнала: 2024, Номер 15(4), С. 838 - 864

Опубликована: Март 26, 2024

Purpose This study aims to analyze the determinants influencing Chinese manufacturing companies in implementing lean (LM). Design/methodology/approach The be explored this consist of technological, organizational and environmental (TOE) dimensions. A questionnaire survey was conducted on companies, 208 samples were analyzed. Findings findings show that relative advantage LM support have significantly positive effects firms’ adoption LM. complexity LM, quality human resources, readiness, customer pressure, international situation, governmental uncertainty do not significant effects. Originality/value paper contributes literature by using TOE model explore factors industry.

Язык: Английский

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The five stages of business analytics

Scientific Papers of Silesian University of Technology Organization and Management Series, Год журнала: 2023, Номер 2023(178), С. 735 - 752

Опубликована: Янв. 1, 2023

Purpose: The goal of the paper is to analyze main features, benefits and problems with business analytics usage. Design/methodology/approach: Critical literature analysis. Analysis international from databases polish legal acts connecting researched topic. Findings: explores concepts analytics, including descriptive, real-time, diagnostic, predictive, prescriptive analytics. Each stage development builds upon previous one, addressing specific needs in data analysis decision-making. also presents a detailed comparison five types showcasing their unique characteristics, techniques, applications. Understanding these differences helps organizations select appropriate type suit requirements drive success. As technology processing capabilities advance, continues evolve. Embracing power grants competitive advantage, unlocking opportunities driving innovation. Integrating into decision-making processes essential for thriving data-driven world, ensuring sustained growth success an ever-changing marketplace. Originality/value: Detailed all subjects related connected prospective Keywords: Industry 4.0; diagnostic Category paper: review.

Язык: Английский

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