• 제목/요약/키워드: Partial least square analysis

검색결과 292건 처리시간 0.027초

개방형 협업 플랫폼 참여의도에 영향을 미치는 요인에 관한 연구 : 음악산업을 중심으로 (A Study On Factors Influencing on Participation Intention of Open Collaboration Platform : Focused on Music Industry)

  • 이동민;이룡;송영주;김광용
    • 한국IT서비스학회지
    • /
    • 제13권1호
    • /
    • pp.161-179
    • /
    • 2014
  • Added value of music industry in Korea is not distributed and calculated properly, and this obstacle brings various problems in a creative environment. Meanwhile, a new business model such as Open Collaboration, Crowdsourcing and platform that makes decisions and innovation from external resources has been appeared in commercial area. This new model like a composer delivers to consumers directly through Youtube.com, and multi collaboration is applied to the music industry, and it enables a new type of mechanism for creation, distribution, division, and calculation of music. However there are not enough empirical study of the music market because existing relative researches has been centered around fundamental concepts and application methodologies. This research defines Open Collaboration Platform in the music industry, and studies affecting factors of Participation Intention for example Justice, Information System Quality and Perceived Value. For a survey we apply PLS(Partial Least Square) to analyse Equity, Information System Quality and structural equation between Perceived Value and Participation Intention. Analysis results show Distributive Justice and Procedural Justice affects Platform Trust, and Service Quality, Economical Value and Emotional Value affects Platform Usefulness. Also Platform Trust and Platform Usefulness affects Platform Participation Intention. We discussed academic and practical implication based on research results.

Voluntary Disclosure, Financial Reporting Quality and Asymmetry Information

  • SUHARSONO, Riyanto Setiawan;NIRWANTO, Nazief;ZUHROH, Diana
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제7권12호
    • /
    • pp.1185-1194
    • /
    • 2020
  • This study aims to test Voluntary Disclosure, Quality of Financial Reporting and Information Asymmetry as Moderation Variables. The Voluntary Disclosure variable is calculated using the Index Disclosure. This research uses quantitative methods and uses partial least square with EViews data analysis. The research sample consisted of 225 manufacturing companies listed on the Indonesian stock exchange for the period 2016-2018. The results of the study state that voluntary disclosure has a positive and significant effect on the quality of financial reporting through asymmetric information. The relationship between voluntary disclosure and asymmetric information has a negative effect on the quality of financial reporting, states that the disclosure of voluntary reports to companies can prevent information asymmetry, as well as the relationship of voluntary disclosure to information asymmetry states that companies that make voluntary disclosure will increase the interest of investors and other stakeholders. The quality of financial reporting states that if there is information asymmetry, the quality of financial reporting will also decline. The low value of relevance will affect the level of large or small information gaps between management and investors. The quality of financial reporting with increased relevance means that asymmetric information will have a negative impact on financial reporting.

The Effect of Workplace Spirituality on Workplace Deviant Behavior and Employee Performance: The Role of Job Satisfaction

  • ASTUTI, Rini Juni;MARYATI, Tri;HARSONO, Mugi
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제7권12호
    • /
    • pp.1017-1026
    • /
    • 2020
  • This study aims to analyze the effect of workplace spirituality in reducing workplace deviant behavior through job satisfaction and its impact on employee performance. The objectives of this study are to explore and investigate (1) the effect of workplace spirituality on workplace deviant behavior; (2) the effect of workplace spirituality on job satisfaction; (3) the effect of workplace spirituality on employee performance; (4) the effect of job satisfaction on employee performance; (5) the effect of workplace deviant behavior on employee performance; and (6) the mediating role of job satisfaction in the relationship between workplace spirituality and workplace deviant behavior. This study was conducted with 143 permanent non-lecturer staff at Universitas Muhammadiyah Yogyakarta, Indonesia. The data analysis technique employed in this study was Structural Equation Modeling (SEM) based on Partial Least Square (PLS). The results of this study indicate that workplace spirituality affected workplace deviant behavior; workplace spirituality affected job satisfaction; job satisfaction affected employee performance; and workplace deviant behavior affected employee performance. Meanwhile, the findings further showed that workplace spirituality did not affect employee performance; job satisfaction did not affect workplace deviant behavior; and job satisfaction could not mediate the effect of workplace spirituality on workplace deviant behavior.

How Total Quality Management Mediates Antecedent Variables of Employee Performance?

  • KUSTONO, Alwan Sri
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제7권12호
    • /
    • pp.523-534
    • /
    • 2020
  • The research objective was to find out how Total Quality Management (TQM) mediates antecedents of employee performance variables? The research was conducted with a quantitative approach while the research design was cross sectional. The research model was tested using the structural equation modeling approach with partial least square analysis tools to test the influence among research variables. The research sample consisted of 315 respondents who answered a questionnaire in August-September 2019 at manufacturing companies in East Java. The results showed that situational leadership did not affect employee performance, but did affect the successful implementation of TQM. The performance measurement system has no direct effect on employee performance. The performance measurement system has a direct effect on employee performance. Organizational culture has a direct effect on both employee performance and the application of TQM, so that the application of TQM can improve employee performance. TQM implementation variable acts as a mediation between situational leadership and organizational culture on employee performance. The relationship that was originally a direct influence turned into an indirect effect through TQM. The TQM variable is not proven to be an intervening variable between the performance measurement system and employee performance. There is a direct relationship between these two variables.

근시안적 손실회피 관점에서 본 모바일 애플리케이션 사용자의 현상유지 편향에 관한 연구 (Users' Status Quo Bias in the Mobile Application Context : From the Myopic Loss Aversion Perspective)

  • 박상철
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제24권2호
    • /
    • pp.189-208
    • /
    • 2015
  • Purpose While individuals have unique abilities for planned behavior, they also often act irrationally. In this study, we draw on myopic loss aversion perspective as a meta-theoretical lens to explain why mobile applications users have inertia from updating their applications, ultimately leading them to use current version of applications. Design/methodology/approach Based on a survey of 219 users, this study conducts its research model using partial least square analysis and also demonstrates that both subconscious triggers (habit and anxiety) of system 1 thinking and conscious triggers (sunk cost and transition cost) of system 2 thinking promotes user's inertia, thus leading to the willness to continue use current versions. Findings By grounding the research model in the combination of both status quo bias and dual information processing theory from the behavioral economics, this study provide an alternative theoretical lens to describe why mobile users hesitate to update their applications. The results of this research show that all triggers have significant impacts on inertia. This study also found that the relationship between inertia and willingness to continue to use current version was positively significant.

신품종 기술수용의 구조관계 분석 -사료작물 신품종 도입의향 - (Structural Equation Modeling on Technology Acceptance for New Variety - Case of Forage Crop -)

  • 최종산;박재형;윤진우;채용우
    • 농촌지도와개발
    • /
    • 제25권1호
    • /
    • pp.1-13
    • /
    • 2018
  • This study aims to identify factors affecting the acceptance intention of cultivating a new Italian ryegrass(IRG) variety using partial least square structural equation modeling(PLS-SEM) and find priority to maximize the acceptance intention of new IRG variety using importance-performance matrix analysis(IPMA). The data were collected on a seven-point Likert-type from 188 farm households located in Korea central region for two months. As a major result of PLS-SEM, expected effect significantly affected acceptance intention. The IPMA also showed expected effect should be considered as the most important factor to improve the acceptance intention. This study suggested the new technology distributors should scientifically prove and actively promote the effects such as increase in farm income, productivity improvement, labor saving and management efficiency caused by planting new IRG variety.

A Nexus among Strategic Orientation, Social Network, Knowledge Sharing, Organizational Innovation, and MSMEs Performance

  • MUAFI, Muafi
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제7권6호
    • /
    • pp.327-338
    • /
    • 2020
  • This study wants to test the nexus among resource orientation, market orientation, social network, and knowledge sharing toward organizational innovation, and the nexus between organizational innovation and MSMEs performance. Questionnaires and interviews are conducted with some MSMEs actors in Central Java Province, Indonesia, in Klaten Regency and Pekalongan City. These two areas have creative MSMEs, especially Batik MSMEs that have been very large and known worldwide. The sampling technique is done purposively with certain criteria for the respondents. The data analysis technique is done using Partial Least Square. This study provides recommendations about strategic practice and policy (resource and market), social network, and knowledge sharing in increasing organizational innovation, and the impact of organizational innovation toward MSMEs performance. It also offers a comprehensive model of the determinant factor of organizational innovation by considering the aspect of strategic orientation, social network, and knowledge sharing. Other unique aspects that are also important to consider are social network and the importance of knowledge sharing in improving MSMEs Performance. The respondents are still limited in two areas, namely, Pekalongan and Klaten, so it still cannot represent the whole population. These areas also have different orientation of production process approach, namely, synthetic and natural dyes.

조직간 관계특성이 공급사슬 민첩성에 미치는 영향에 관한 연구: 공급업체 관점으로 (The Effects of Inter-Organizational Relationship Characteristics on Supply Chain Agility: From the Supplier Perspective)

  • 장활식;김재정
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제21권3호
    • /
    • pp.187-214
    • /
    • 2012
  • Supply chain management(SCM) helps firms in integrating their business by collaborating with other value chain partners to meet the unpredictable demand of the end user. Agility is the fundamental characteristic of a supply chain needed for survival in turbulent and volatile markets, which are becoming norms as product life cycles shorten and environmental forces create additional uncertainty resulting in higher risk in the supply chain management. Literature reviews reveals various factors that could affect the agility. The objective of this study is to derive interdependence, partnership, quality of information, joint problem solving, modelize the mutual influential relationship between them, and look into the influential relationship influencing the agility. To test the proposed model, we used a data set generated from survey. Date analysis was conducted using 122 respondents. We used structural equation model (SEM) implemented in partial least square(PLS). The results of this study can be summarized as follows. Interdependence had a significant impact on partnership. Partnership had a significant impact on quality of information and joint problem solving. Quality of information had a significant impact on joint problem solving. Quality of information and joint problem solving had a significant impact on agility. This study diagnoses that Inter-organizational relationship characteristics are important for supply chain agility. Inter-organizational relationship characteristics are considered as an essential factor for supply chain agility.

근적외선(NIR) 분광광도계에 의한 참기름의 진위판별에 관한 연구 (A Study on the Determination of Adulteration of Sesame Oil by Near Infrared Spectroscopy)

  • 노미정;정진일;민승식;박유신;김수정
    • 한국식품과학회지
    • /
    • 제36권4호
    • /
    • pp.527-530
    • /
    • 2004
  • Adulteration of sesame oil using near infrared (NIR) spectroscopy was determined. Vegetable oils including sesame oil were scanned on the NIR spectrophotometer at 400-2500 nm. Partial least square (PLS) was applied on the standardized full NIR spectral data. Discriminant analysis with PLS is adequate for determination of sesame oil adulteration, except with decreasing adulteration rate. Designing of quality control system, which uses NIR spectroscopy to measure adulteration level of sesame oil is thus possible, although more work is required to give acceptable accuracy level.

Nondestructive Determination of Humic Acids in Soils by Near Infrared Reflectance Spectroscopy

  • Seo, Sang-Hyun;Park, Woo-Churl;Cho, Rae-Kwang;Xiaori Han
    • Near Infrared Analysis
    • /
    • 제1권1호
    • /
    • pp.31-35
    • /
    • 2000
  • Near-infrared reflectance spectroscopy(NIRS) was used to determine the humic acids in soil samples from the fields of different crops and land-use over Youngnam and Honam regions in Korea. An InfraAlyzer 500 scanning spectrophotometer was obtained near infrared relectance spectra of soil at 2-nm intervals from 1100 to 2500nm. Multiple linear regression(MLR) or partial least square regression (PLSR) was used to evaluate a NIRS method for the rapid and nondestructive determination of humic acid, fulvic acid and its total contents in soils. The raw spectral data(log 1/R) can be used for estimating humic acid, fulvic acid and its total contents in soil by MLR procedure between the content of a given constituent and the spectral response of several bands. In which the predicted results for fulvic acid is the best in the constituents. The new spectral data are converted from the raw spectra by PLSR method such as the first derivative of each spectrum can also be used to predict humic acid and fulvic acid of the soil samples. A low SEC, SEP and a high coefficient of correlation in the calibration and validation stages enable selection of the best manipulation. But a simple calibration and prediction method for determining humic acid and fulvic acid should be selected under similar accuracy and precision of prediction. NIRS technique may be an effective method for rapid and nondestructive determination for humic acid, fulvic acid and its total contents in soils.