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Classification of District Employment Agencies in Terms of Employment and Cost-Effectiveness Using Regression Trees 利用回归树对地区职业介绍所的就业和成本效益进行分类
Pub Date : 2020-12-01 DOI: 10.2478/foli-2020-0033
I. Bąk, K. Wawrzyniak, A. Sobolewski
Abstract Research background: The efficiency of the functioning of District Employment Agencies is often assessed on the basis of the level of employment and cost-effectiveness indices. The values of these indices are influenced by various socio-economic factors, which were grouped into five areas in the paper: unemployment, demography, environment, entities and the human potential of District Employment Agencies (PUPs). The research was conducted in 340 District Employment Agencies in 2017. Purpose: The purpose of the study is to separate groups of District Employment Agencies with similar values of employment and cost-effectiveness indices, with the simultaneous identification of the level of factors that characterize the socio-economic situation and staff potential in each of the separated groups. Research methodology: One of the methods of a multidimensional statistical analysis – the regression trees method was used in the work. Results: The use of regression trees allowed the separation of groups of District Employment Agencies, which differed in terms of the level of employment and cost-effectiveness indices, and characterized these groups due to socio-economic factors and staffing potential. Novelty: The survey covers all District Employment Agencies in Poland and the obtained research results can be useful for labor market institutions to assess the efficiency of PUPs.
摘要研究背景:通常以就业水平和成本效益指标作为评价地区职业介绍所职能效率的依据。这些指数的值受到各种社会经济因素的影响,本文将这些因素分为五个方面:失业、人口、环境、实体和地区职业介绍所的人力潜力。该研究于2017年在340个地区职业介绍所进行。目的:这项研究的目的是将具有类似就业价值和成本效益指数的地区就业机构分成几组,同时确定每一组中具有社会经济情况特征的因素的水平和工作人员潜力。研究方法:采用了多维统计分析的方法之一——回归树法。结果:利用回归树法对不同就业水平和成本效益指标的区职业介绍所进行分类,并根据社会经济因素和人员配置潜力对这些群体进行分类。新颖性:该调查涵盖了波兰所有的地区职业介绍所,所获得的研究结果可用于劳动力市场机构评估PUPs的效率。
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引用次数: 2
Innovation Activity in Industry and Business Support Organizations in Poland in 2013–2017 2013-2017年波兰工业和商业支持组织创新活动
Pub Date : 2020-12-01 DOI: 10.2478/foli-2020-0053
A. Świadek
Abstract Research background: Business support organization’s positive influence on innovation activity seems so obvious, but it is thought to find the systemic research that confirm such phenomenon form the one side. The author did not find papers with specific statistical interaction between them from the other one. Purpose: The main research goal is to assess the systemic importance of relationships between business environment institutions and the type of innovative activity in Poland. Research methodology: The survey was conducted in the years 2013–2017 on a group of 6,283 industrial companies in Poland (the primary database contained nearly eighty thousand active manufacturing enterprises with a 9% survey success rate). The author used multiregression logit models to describe the statistical significant relations between business support units and innovation activity in enterprises. Results: The positive feedback from the logit models show us homogeneity of the country system from the one side (the same direction influence) and heterogeneity from the other (differences between support units) that flows from these interactions. The impact of the BSO units were statistically significant, strong and positive in most cases, excluding some exceptions. Novelty: Appointment of systemic strength, direction and odds ratio of the impact the support units have on innovation activity in Poland.
研究背景:企业支持组织对创新活动的积极影响似乎是显而易见的,但从一个侧面来看,需要找到系统的研究来证实这一现象。在另一篇论文中,笔者没有发现它们之间有具体的统计交互作用的论文。目的:主要研究目标是评估波兰商业环境机构与创新活动类型之间关系的系统重要性。研究方法:调查于2013-2017年间对波兰6283家工业企业进行(主数据库包含近8万家活跃制造业企业,调查成功率为9%)。运用多元回归逻辑模型对企业创新活动与业务支持单位之间的关系进行了统计显著性描述。结果:来自logit模型的正反馈向我们展示了这些相互作用产生的国家系统的一方面同质性(相同方向的影响)和另一方面的异质性(支持单位之间的差异)。除一些例外情况外,BSO单位的影响在大多数情况下具有统计意义,强大和积极。新颖性:任命系统实力,方向和支持单位对波兰创新活动的影响的比值比。
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引用次数: 0
Bitcoin as a New Currency 比特币作为一种新货币
Pub Date : 2020-12-01 DOI: 10.2478/foli-2020-0035
Janusz Brzeszczyński, Jerzy Gajdka, Tomasz Schabek
Abstract Research background: Bitcoin is the most popular financial instrument within the new cryptocurrencies class, which emerged in the wake of the financial crisis of 2007/2008. Purpose: The purpose of this paper is to provide an analysis of Bitcoin from the perspective of the Polish market investor. More specifically, the aim of the empirical research presented in this study has been twofold: (1) comparison of Bitcoin with other currencies using returns and risk captured by the standard deviation of returns and (2) assessment of the sensitivity of the BTC/PLN exchange rate to the NBP’s monetary policy announcements. Results: Bitcoin appears to be weakly related to other currency exchange rates against the Polish zloty and the monetary policy announcements of the National Bank of Poland (NBP) have, effectively, no influence on the determination of the BTC/PLN exchange rate. Novelty: We discuss extensively the Bitcoin as a new asset on the financial market and we present the investigation of the BTC/PLN reactions to the monetary policy announcements in Poland, which is a novel analysis for this instrument using the Polish market data.
摘要 研究背景:比特币是 2007/2008 年金融危机后出现的新型加密货币中最受欢迎的金融工具。目的:本文旨在从波兰市场投资者的角度对比特币进行分析。更具体地说,本研究中提出的实证研究有两个目的:(1)使用回报率和回报率标准差所反映的风险对比特币和其他货币进行比较;(2)评估 BTC/PLN 汇率对国家银行货币政策公告的敏感性。结果:比特币似乎与其他货币对波兰兹罗提的汇率关系不大,而波兰国家银行(NBP)的货币政策公告实际上对 BTC/PLN 汇率的确定没有影响。新颖性:我们广泛讨论了比特币这一金融市场上的新资产,并介绍了比特币/波兰兹罗提对波兰货币政策公告的反应,这是利用波兰市场数据对这一工具进行的新颖分析。
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引用次数: 1
The Influence of Unbalanced Economic Data on Feature Selection and Quality of Classifiers 经济数据不平衡对特征选择和分类器质量的影响
Pub Date : 2020-06-01 DOI: 10.2478/FOLI-2020-0014
Kubus Mariusz
Research background: The successful learning of classifiers depends on the quality of data. Modeling is especially difficult when the data are unbalanced or contain many irrelevant variables. This is the case in many applications. The classification of rare events is the overarching goal, e.g. in bankruptcy prediction, churn analysis or fraud detection. The problem of irrelevant variables accompanies situations where the specification of the model is not known a priori, thus in typical conditions for data mining analysts.
研究背景:分类器的成功学习取决于数据的质量。当数据不平衡或包含许多不相关变量时,建模尤其困难。这是许多应用程序中的情况。罕见事件的分类是首要目标,例如在破产预测、客户流失分析或欺诈检测中。不相关变量的问题伴随着模型的规范不是先验已知的情况,因此在数据挖掘分析师的典型情况下。
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引用次数: 0
Efficiency Frontiers in Treating Lifestyle Diseases 治疗生活方式疾病的效率前沿
Pub Date : 2020-06-01 DOI: 10.2478/foli-2020-0020
Danuta J. Rozpędowska-Matraszek
Abstract Research background: Following a rational health policy by the state is tantamount to having knowledge of society’s health status and health affecting factors. It has become particularly important to focus on the 21st century diseases resulting in premature deaths. That objective dominated the 2016 Act on Public Health and the 2016–2020 National Health Programme connected with it. Purpose: The aim of the paper is to present the results of an analysis concerning hospitals’ technical efficiency assessment in treating diseases of civilization in Poland by provinces. A BCC model with a changing effects of scale and the DEA method were applied, using linear programming. Results: The received results of assessing the technical efficiency of patient treatment related to diseases of civilization from the temporal and spatial point of view may serve as a basis for decisions on regional policy creation. Novelty: Interest in measuring production factors of healthcare activity and outcomes may be ascribed to increased care about costs borne in the sector and pressure on responsible management in the public sphere. Thus, planning appropriate actions aimed at maintaining and improving public health leads to the rational use of funds and improved lives of the population.
摘要研究背景:遵循国家合理的卫生政策,就等于了解社会的健康状况和健康影响因素。关注21世纪导致过早死亡的疾病变得尤为重要。这一目标主导了2016年《公共卫生法》以及与之相关的《2016 - 2020年国家卫生方案》。目的:对波兰各省医院治疗文明疾病的技术效率评价进行分析。采用线性规划方法,建立了具有尺度变化效应的BCC模型和DEA方法。结果:从时间和空间角度对文明疾病患者治疗技术效率的评估结果可作为区域政策制定的决策依据。新颖性:对衡量保健活动和结果的生产要素的兴趣可能归因于对该部门承担的成本的日益关注和对公共领域负责任管理的压力。因此,规划旨在维持和改善公共卫生的适当行动,可导致资金的合理使用和人民生活的改善。
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引用次数: 0
An Analysis of Tourist Attractiveness of Poviats of the Lesser Poland Voivodeship 小波兰省居民旅游吸引力分析
Pub Date : 2020-06-01 DOI: 10.2478/foli-2020-0029
J. Wolak
Abstract Research background: Lesser Poland is one of the most visited regions in Poland. Among the reasons why it is so, there are a variety of attractions located in this voivodeship and also the activities taken by local government, for which the development of the tourism industry is one of the key goals. Purpose: Building a ranking of poviats of Lesser Poland in terms of tourist attractiveness. Research methodology: Selected multivariate analysis tools, i.e. three methods of linear ordering and cluster analysis. Results: Using the Ward algorithm, poviats are grouped into four clusters of areas with similar characteristics due to tourist values. In addition, using three linear ordering techniques, poviats of the Lesser Poland voivodeship are ordered according to tourist attractiveness. The results of ordering are rather consistent and indicate that the most attractive poviats are: nowotarski, oświęcimski, tatrzański and the city of Kraków. Interestingly, these areas belong to three different groups obtained as part of a cluster analysis. This means that Lesser Poland is a diversified region in terms of the attractions that draw tourists’ to the area. Novelty: The study of tourist attractiveness using linear ordering techniques is not an original topic. The thesis is of cognitive value and fills a gap in the literature, in which there are no studies based on data from Lesser Poland.
研究背景:小波兰是波兰游客最多的地区之一。其中的原因是,有各种各样的景点位于这个省,也有当地政府采取的活动,其中旅游业的发展是关键目标之一。目的:根据旅游吸引力对小波兰的景点进行排名。研究方法:选择多元分析工具,即线性排序和聚类分析三种方法。结果:采用Ward算法,将景区划分为4类具有相似旅游价值特征的景区。此外,使用三种线性排序技术,小波兰省的景点根据游客吸引力进行排序。排序的结果相当一致,并表明最具吸引力的城市是:nowotarski, oświęcimski, tatrzański和Kraków市。有趣的是,作为聚类分析的一部分,这些区域属于三个不同的组。这意味着小波兰是一个吸引游客的多元化地区。新颖性:利用线性排序技术研究旅游吸引力并不是一个新颖的课题。本文具有一定的认知价值,填补了文献中没有基于小波兰数据的研究的空白。
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引用次数: 1
Identification of Regional Smart Specialisations on the Basis of Aggregate Measures – A Case of the Dolnośląskie Voivodeship 基于综合测度的区域智能专业化识别——以Dolnośląskie省为例
Pub Date : 2020-06-01 DOI: 10.2478/foli-2020-0004
Beata Bal-Domańska, Elżbieta Sobczak, E. Stańczyk
Abstract Research background: Strengthening endogenous potentials, enhancing competitive advantage based on research and innovation remains an important component of regional development policy. Over the years this task has been carried out through e.g. the identification and support focused on smart specialisations. Purpose: The purpose of the assessment was to identify smart specialisations in the Dolnośląskie voivodeship and evaluate their competitiveness against the background of other voivodeships. Research methodology: The set of diagnostic indicators as well as the dynamics and location measures calculated on their basis, and also linear ordering methods using a weights system (Synthetic Measure of Smart Specialisations – SMSS) were used to identify regional smart specialisations. A statistical analysis was conducted on the basis of data at the level of PKD divisions (Polish Statistical Classification of Economic Activities; NACE is the EU equivalent). The identification was carried out taking into account the period 2012–2017 and focused primarily on 2017. Results: As a result, 4 RSSs were identified, of which the first two are the mining of non-ferrous metal ores and the production of motor vehicles. Novelty: The study proposes, based on the example of the Dolnośląskie voivodeship, the possibility of using linear ordering methods in determining the region’s smart specialisations (RSS), i.e. unique regional qualities and assets, which may constitute its competitive advantage, supported by appropriate research and development facilities and essential for the development of modern and innovative sectors of the economy.
研究背景:增强内生潜力,增强基于研究创新的竞争优势是区域发展政策的重要组成部分。多年来,这项任务一直通过识别和支持专注于智能专业来执行。目的:评估的目的是确定Dolnośląskie省的智能专业化,并在其他省的背景下评估其竞争力。研究方法:一组诊断指标以及在其基础上计算的动态和位置测量,以及使用权重系统(智能专业化综合测量- SMSS)的线性排序方法,用于识别区域智能专业化。根据波兰经济活动统计分类(波兰经济活动统计分类;NACE相当于欧盟的标准)。鉴定是在2012-2017年期间进行的,主要集中在2017年。结果:确定了4个rss,其中前2个为有色金属矿石开采和汽车生产。新颖性:基于Dolnośląskie省的例子,该研究提出了使用线性排序方法确定该地区智能专业化(RSS)的可能性,即独特的区域质量和资产,这可能构成其竞争优势,由适当的研究和开发设施支持,对现代和创新经济部门的发展至关重要。
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引用次数: 1
The Use of the Incomplete Tetrad Method for Measuring the Similarities in Nonmetric Multidimensional Scaling 用不完全四分体方法测量非度量多维标度中的相似度
Pub Date : 2020-06-01 DOI: 10.2478/foli-2020-0030
A. Zaborski
Abstract Research background: So far, many methods of direct measurement of similarity in multidimensional scaling have been developed (e.g. ranking, sorting, pairwise comparison and others). The method selection affects the subjective feelings of the respondents, i.e. fatigue, weariness resulting from making numerous assessments, or difficulties in expressing similarity assessments. Purpose: In the proposed method, for all four-element sets (tetrads) of objects a respondent is asked to pick out the most similar and the least similar pair. Because the number of tetrads increases very rapidly with the number of objects, the aim of the study is to indicate the possibility of measuring similarities based on the reduced number of tetrads. Research methodology: In order to make scaling results independent from respondents’ subjective effects the analysis was made on the basis of the given distance matrix. To construct perceptual maps based on tetrads, multidimensional scaling with the use of the MINISSA program was performed. The quality of matching the resulting points configuration to the configuration determined based on the distance matrix was tested by a Procrustes statistic. Results: It was demonstrated that the choice of the incomplete set of tetrads has no significant effect on the results of multidimensional scaling, even when all pairs of objects in tetrads cannot be presented equally frequently. Novelty: An original method for calculating similarities in nonmetric multidimensional scaling.
摘要研究背景:迄今为止,已经发展了许多直接度量多维尺度相似性的方法(如排名、排序、两两比较等)。方法的选择会影响被调查者的主观感受,如疲劳、因评价过多而产生的倦怠感,或难以表达相似度评价。目的:在提出的方法中,对于所有四元素集(四分体)的对象,被调查者被要求挑选出最相似和最不相似的对。由于四分体的数量随着物体数量的增加而迅速增加,因此该研究的目的是表明基于减少的四分体数量来测量相似性的可能性。研究方法:为了使标度结果独立于被调查者的主观影响,在给定距离矩阵的基础上进行分析。为了构建基于四分体的感知地图,使用MINISSA程序进行了多维缩放。通过Procrustes统计来测试结果点配置与基于距离矩阵确定的配置的匹配质量。结果:在不完全四分体的选择对多维标度的结果没有显著影响,即使四分体中的所有对物体不能同样频繁地出现。新颖性:一种计算非度量多维尺度相似性的新颖方法。
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引用次数: 0
Econometric Support of a Mass Valuation Process 大规模评估过程的计量经济学支持
Pub Date : 2020-06-01 DOI: 10.2478/foli-2020-0005
M. Doszyń
Abstract Research background: The issues undertaken in the paper include the specification of an econometric model in real estate mass appraisal. Advantages and disadvantages of using econometric models in real estate mass appraisal are discussed. Purpose: The issue of aiding the valuation process with an econometric model based on the Szczecin algorithm of real estate mass appraisal is discussed in the paper. Such problems like multicollinearity, lack of coincidence and nonmonotonic influence of attributes are pointed out. Also, potential solutions to these problems are mentioned. Moreover, the paper features a discussion of cases in which econometric appraisal is not sufficient. Research methodology: The base for constructing an econometric model is the so-called Szczecin algorithm of real estate mass appraisal. Based on the algorithm, the econometric model was created to enable determining the impact of real estate attributes and location on their value. Results: problems related with specification, estimation and verification of the real estate mass appraisal econometric model are discussed in an empirical example. Novelty: A non-linear model is proposed, which features explanatory variables introduced into the model, and by taking into consideration the scale of their measurement. The proposed model, by introducing dummy variables, also account for the impact of a location, which significantly improves the fit to empirical values.
摘要研究背景:本文研究的问题包括房地产质量评估计量经济模型的规范。探讨了计量经济模型在房地产质量评估中的优缺点。目的:探讨基于Szczecin算法的计量经济模型在房地产批量估价过程中的辅助问题。指出了多重共线性、缺乏重合和属性的非单调影响等问题。此外,本文还提出了这些问题的潜在解决方案。此外,本文还讨论了计量经济评估不充分的案例。研究方法:构建计量经济学模型的基础是所谓的房地产质量评估的Szczecin算法。基于该算法,建立了计量经济模型,以确定房地产属性和位置对其价值的影响。结果:通过实证分析,讨论了房地产质量评估计量经济模型的规范、估计和验证等相关问题。新颖性:提出了一个非线性模型,其特征是在模型中引入了解释变量,并考虑了它们的测量尺度。通过引入虚拟变量,该模型还考虑了位置的影响,从而显著提高了对经验值的拟合。
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引用次数: 3
Output Volatility and Government Size in Nigeria 尼日利亚产出波动与政府规模
Pub Date : 2020-06-01 DOI: 10.2478/foli-2020-0017
P. Nwosa, Christopher Ehinomen, Ephraim Ugwu
Abstract Research background: Output volatility has potentially adverse consequences on the economy and the stabilizing role of fiscal policy is linked to the share of government size in an economy. Hence, given the relative large share of government in developing countries, government size is expected to play an important role in stabilizing output volatility. Purpose: This study examines the relationship between output volatility and government size in Nigeria. The study seeks to establish if government size mitigates output volatility in Nigeria. Research methodology: The study employs the Autoregressive Distributed Lag (ARDL) technique after conducting stationarity and co-integration tests. Results: The results of the ARDL estimate showed that government size lessens output volatility but the magnitude was insignificant. Further, the study found that volatility in aggregate government spending; international oil price and public debt were significant determinants of output volatility in Nigeria. Novelty: This showed that the automatic stabilization role of government size on output volatility could not be established. The automatic stabilization role of fiscal policy can be improved by increasing social security transfers (pension payment), payments of unemployment benefits and increasing civil servants minimum wage.
摘要研究背景:产出波动对经济具有潜在的不利影响,财政政策的稳定作用与政府规模在经济中的份额有关。因此,鉴于发展中国家政府的比重相对较大,预计政府规模将在稳定产出波动方面发挥重要作用。目的:研究尼日利亚产出波动与政府规模之间的关系。这项研究旨在确定政府规模是否能缓解尼日利亚的产出波动。研究方法:本研究在进行平稳性和协整检验后,采用自回归分布滞后(ARDL)技术。结果:ARDL估计结果表明,政府规模会降低产出波动,但幅度不显著。此外,研究发现,政府总支出的波动性;国际油价和公共债务是尼日利亚产出波动的重要决定因素。新颖性:这表明政府规模对产出波动的自动稳定作用无法建立。财政政策的自动稳定作用可以通过增加社会保障转移支付(养老金支付)、失业救济金支付和提高公务员最低工资来改善。
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引用次数: 1
期刊
Folia Oeconomica Stetinensia
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