• 제목/요약/키워드: Statistical Analysis Approach

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한국노인의 일반적 특성과 여가생활시간에 관한 연구 : 2014년 생활시간조사자료 분석 중심으로 (Study of General Characteristics of the Korean Elderly and Their Leisure Time Spending : Analyzing the Data of Hours of Living 2014)

  • 김형민;김동현
    • 대한지역사회작업치료학회지
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    • 제9권1호
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    • pp.57-67
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    • 2019
  • 목적 : 통계청 2014년 생활시간조사 자료를 통해 한국노인의 여가생활시간의 유형을 살펴보고, 일반적 특성에 따른 여가생활시간을 비교 분석하고자 하였다. 연구방법 : 2014년 생활시간조사 원 자료(Raw data) 중 65세 이상 노인 9228명의 일반적 특성과 시간 사용에 해당되는 자료를 사용하였다. 연구 대상자의 가구 개인관련 사항과 주된 행동에 관한 여가생활시간 사용에 따른 행동분류(대분류 1개, 중분류 7개, 소분류 39개)를 최종적으로 비교 분석하였다 결과 : 첫째, 한국노인들은 여가생활시간 유형 중 미디어를 이용한 여가활동에 가장 많은 시간을 할애하는 것으로 분석되었다. 둘째, 가구관련 사항에 따른 여가생활시간 분석 결과 성별, 가구 소득은 문화 및 관광활동을 제외한 모든 영역에서 통계적으로 유의한 차이를 보였고, 혼인상태의 경우 미디어를 이용한 여가활동과 문화 및 관광활동 유형을 제외한 모든 영역에서 유의한 차이를 확인할 수 있었다. 셋째, 개인관련 사항에 따른 여가생활시간을 분석한 결과 교육정도는 모든 하위 영역에서 통계적으로 유의한 차이를 보였고, 경제활동 상태와 월평균 소득의 경우 문화 및 관광활동과 의례 활동을 제외한 모든 영역에서 통계적으로 유의한 차이가 나타났다. 결론 : 개개인의 배경(Context) 안에서 의미 있는 작업을 발견하고, 이를 삶 속에 적절히 배치시킬 수 있는 균형 잡힌 여가생활시간의 활용이 필요하겠다. 더불어 한국노인의 사회적 고립을 예방하고, 건강하고 활력 있는 노후생활을 위한 작업치료 중재 방안이 필요하겠다.

강관 매입말뚝의 지지력 공식 제안 (An Empirical Formula of Bearing Capacity on Prebored and Precast Steel Piles)

  • 박종전;김도현;정경자;정상섬
    • 한국지반공학회논문집
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    • 제37권6호
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    • pp.5-20
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    • 2021
  • 본 연구에서는 풍화암에 근입된 강관 매입말뚝의 지지력 공식 제안을 위하여 정재하시험 20본과 확인지반조사를 수행하였다. 기존 공식의 표준관입저항치를 50으로 제한하는 문제를 극복하기 위해 지반 현장 상태를 고려할 수 있도록 확장된 표준관입저항치를 기반으로 새로운 지지력 공식을 제안하였다. 재하시험 데이터는 통계적 처리를 수행하였다. 이때, 통계적 처리를 수행하여 얻어진 지지력과 기존공식을 이용한 지지력을 비교한 결과 기존공식이 지지력을 보수적으로 평가하고 있는 것으로 나타났다. 제안된 공식은 기존공식에 비해 지지력은 선단 15%, 주면 20% 더 높게 (qt=230Pdriven(kN/m2), fmax=3.0NsE(kN/m2)) 평가되는 것으로 확인되었다. 제안식은 여타 현장에 대해 재하시험 결과와 검증을 수행하였으며, 검증 과정에서 제안된 공식이 기존 공식보다 정확히 평가하는 것으로 나타났다.

Early Outcomes of Robotic Versus Video-Assisted Thoracoscopic Anatomical Resection for Lung Cancer

  • Park, Ji Hyeon;Park, Samina;Kang, Chang Hyun;Na, Bub Se;Bae, So Young;Na, Kwon Joong;Lee, Hyun Joo;Park, In Kyu;Kim, Young Tae
    • Journal of Chest Surgery
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    • 제55권1호
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    • pp.49-54
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    • 2022
  • Background: We compared the safety and effectiveness of robotic anatomical resection and video-assisted thoracoscopic surgery (VATS). Methods: A retrospective analysis was conducted of the records of 4,283 patients, in whom an attempt was made to perform minimally invasive anatomical resection for lung cancer at Seoul National University Hospital from January 2011 to July 2020. Of these patients, 138 underwent robotic surgery and 4,145 underwent VATS. Perioperative outcomes were compared after propensity score matching including age, sex, height, weight, pulmonary function, smoking status, performance status, comorbidities, type of resection, combined bronchoplasty/angioplasty, tumor size, clinical T/N category, histology, and neoadjuvant treatment. Results: In total, 137 well-balanced pairs were obtained. There were no cases of 30-day mortality in the entire cohort. Conversion to thoracotomy was required more frequently in the VATS group (VATS 6.6% vs. robotic 0.7%, p=0.008). The complete resection rate (VATS 97.8% vs. robotic 98.5%, p=1.000) and postoperative complication rate (VATS 17.5% vs. robotic 19.0%, p=0.874) were not significantly different between the 2 groups. The robotic group showed a slightly shorter hospital stay (VATS 5.8±3.9 days vs. robotic 5.0±3.6 days, p=0.052). N2 nodal upstaging (cN0/pN2) was more common in the robotic group than the VATS group, but without statistical significance (VATS 4% vs. robotic 12%, p=0.077). Conclusion: Robotic anatomical resection in lung cancer showed comparable early outcomes when compared to VATS. In particular, robotic resection presented a lower conversion-to-thoracotomy rate. Furthermore, a robotic approach might improve lymph node harvesting in the N2 station.

Efficiency of Equilume light mask on the resumption of early estrous cyclicity and ovulation in Thoroughbred mares

  • Kim, Seongmin;Jung, Heejun;Murphy, Barbara Anne;Yoon, Minjung
    • Journal of Animal Science and Technology
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    • 제64권1호
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    • pp.1-9
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    • 2022
  • Equilume light masks had no impact on hastening the resumption of estrous cyclicity in mares maintained in outdoor pastures on the mainland of Korea due to the cold weather conditions. Jeju Island is a major horse-breeding site in Korea and is warmer than the mainland during the winter season. Therefore, the primary objective of this study was to explore the efficiency of the Equilume light mask on the resumption of seasonal estrous cycles in Thoroughbred mares on Jeju Island. A total of 20 nonpregnant mares were randomly divided into the Equilume light mask (n = 9) and stable lighting (n =11) groups. The experiment was performed at seven different horse-breeding farms located on Jeju Island from November 15, 2020, to February 15, 2021. The mares were exposed to the respective lights from 16:00 to 23:00. Follicle size and uterine edema were measured by ultrasound scanning. Body condition scores (BCS) were also monitored during the experiment. Statistical analysis was conducted using the SAS and SPSS software, and p-values of < 0.05 were considered statistically significant. Two of the nine (22.2%) mares in the Equilume light mask group and three of the 11 (27.28%) mares in the stable lighting group were still cycling in December and January, which were considered as all-year-round cycling mares. On February 15, there was no difference between groups in the resumption of early seasonal estrus cycle, which was determined by follicles > 25 mm in addition to uterine edema. All mares in the Equilume light mask group and five of the eight mares (62.5%) in the stable lighting group had resumed cycling. Interestingly, six of the seven mares (87.5%) in the Equilume light mask and four of eight mares (50%) in the stable lighting group had already ovulated on February 15 (p > 0.05), as determined by the presence of a recent corpus luteum. No difference was observed in BCS and uterine edema between groups (p > 0.05). In conclusion, the Equilume light mask can be an effective approach to induce early seasonal estrus cycles of mares in Jeju Island, and it also enhances the efficiency of farm management by reducing labor.

A Study on the Effectiveness of Face-to-face Physical Therapy and Non-face-to-face Physical Therapy in Individuals With Rounded Shoulder

  • Young-ji Cho;Min-je Kim;Cho-won Park;Ye-bin Cho;In-A Heo;Su-jin Kim
    • 한국전문물리치료학회지
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    • 제30권1호
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    • pp.50-58
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    • 2023
  • Background: This study was carried out to determine whether non-face-to-face physical therapy would have similar exercise effects to face-to-face physical therapy. Hence, we developed an approach for patients, unable to visit hospitals due to circumstances such as the COVID-19 pandemic, to conduct physical therapy comfortably at home. Objects: This study aimed to compare the effects of a face-to-face and a non-face-to-face physical therapy treatment on improving a rounded shoulder posture. Methods: The participants with rounded shoulders were randomly divided into a face-toface group (n = 15) and a non-face-to-face group (n = 15), and each group performed exercises for four weeks. The exercise program consisted of the bare hands exercise, Thera-Band exercise, and foam roller exercise. The participants in the face-to-face group came to a designated place to perform their exercises, and those in the non-face-to-face group performed the exercises at their own home using Google Meet (Google). Acromial height, total scapular distance (TSD), shoulder pain and dysfunction index (SPADI), and pectoralis minor thickness were measured. Data analysis was performed using the R Statistical Software (R Core Team), and a normality test was performed using the Shapiro-Wilk test. Results: There were no significant differences between the face-to-face and the non-face-toface groups (p > 0.05). When comparing the differences before and after the exercises, both the face-to-face and the non-face-to-face groups showed significant differences in acromial height, SPADI, and pectoralis minor thickness (p < 0.05), and both groups showed no significant difference in TSD before and after the exercises (p > 0.05). Conclusion: The results of this study support the results of previous studies reporting that shoulder stabilization exercise and pectoralis minor stretching training improves round shoulders. In addition, this study revealed that both the face-to-face and the non-face-to-face physical therapy treatments had therapeutic effects.

뇌졸중 환자의 재활치료 중 정서 상태와 회복 탄력도와의 관련성 연구 (Correlation of Mental State with Resilience of Stroke Patients during Rehabilitation)

  • 고경진;오지은;이하민;강형원;신선호;유영수
    • 동의신경정신과학회지
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    • 제35권2호
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    • pp.163-175
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    • 2024
  • Objectives: To investigate the relationship between rehabilitation treatment, mental state and resilience of stroke patients undergoing rehabilitation by examining the correlation between The Core Seven Emotions Inventory-Short Form (CSEI-s) and the Korean version of the Connor-Davidson Resilience Scale (K-CD-RISC). Methods: All 104 participants (44 diagnosed with stroke who were receiving rehabilitation and 60 without stroke or psychiatric history) completed the CSEI-s, K-CD-RISC, and Questionnaire for stroke symptoms. All data were analyzed using by Statistical Package for the Social Sciences (SPSS) ver. 27.0. Descriptive statistics, chi-square test, t-test, Mann-Whitney U test, Kruskal-Wallis H test, and Pearson correlation coefficient were used for data analysis. Results: As a result of the CSEI-s, compared to the control group, the stroke group showed significantly lower Joy (喜) scores and significantly higher scores for Depression (憂) and Sorrow (悲). With a morbidity period of 12 months or less, the Thought (思) score was significantly higher. The Fear (恐) score was significantly higher when the rehabilitation was initiation more than 4~8 weeks after than that when the treatment was started immediately. Meanwhile, the K-CD-RISC score was significantly higher when rehabilitation was started immediately. In the stroke group, the K-CD-RISC score was positively correlated with Joy (喜) but negatively correlated with Depression (憂) and Fear (恐). In the control group, K-CD-RSIC showed a positive correlation with Joy (喜) but negative correlations with Depression (憂), Sorrow (悲), and Fear (恐). Conclusions: In addition to early rehabilitation treatment, mental approach through Korean medicine psychotherapy is crucial for enhancing the resilience of stroke patients.

An identification of determinants to the development of intrapreneurial intention in small & medium sized local hospital in South Korea

  • Chang Hun Lee;Michael G. Hathorn;Doo Young Lee
    • 한국병원경영학회지
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    • 제29권2호
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    • pp.57-79
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    • 2024
  • 연구의 목적: 본 연구의 목적은 중소 지방 병원 내에서 사내 기업가 활동 의도의 선행요인을 탐색함에 있다. 본 연구는 병원 종사자의 개인적 역량과 경영적 역량이 사내 기업가 지향성에 긍정적인 영향을 미칠 것으로 예측하였다. 그리고 사내 기업가 활동의도에 미치는 사내 기업가 지향성의 영향은 사내 기업가 활동의 헌신에 의해서 매개가 될 것으로 예측하였다. 연구방법론: 우리나라 창원시에 위치한 'D'병원과 'E' 병원에서 종사하는 299명의 의료인으로부터 설문자료를 수집하였다. 그리고 수집된 자료에 대하여 구조방정식 모형분석을 수행하여 연구모형과 연구가설을 통계적 유의수준에서 평가하였다. 연구결과: 본 연구의 주요 결과는 다음과 같다. 첫째, 연구대상자가 인식하는 개인적 역량과 경영적 역량은 사내 기업가 지향성에 유의한 정(+)의 영향을 미치는 것으로 나타났다. 둘째, 사내 기업가 지향성은 사내 기업가 활동 의도에 유의한 정(+)의 영향을 미치는 것으로 나타났다. 셋째, 사내 기업가 활동 의도에 미치는 사내 기업가 지향성의 영향은 사내 기업가 활동 헌신에 의해서 매개가 되는 것으로 나타났다. 넷째, 비의료 집단 내에서의 사내 기업가 활동 헌신의 매개효과는 의료집단 내에서의 매개효과보다 크며, 관찰된 차이는 통계적으로 유의한 것으로 평가되었다. 시사점: 본 연구의 결과는 우리나라 중소병원이 가지는 어려움과 문제점을 해결하기 위해 수행해야 하는 전략 중의 하나인 사내 기업가 활동을 활성화하기 위한 중요한 전제조건과 시사점을 제공한다.

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단어선택과 SMOTE 알고리즘을 이용한 불균형 텍스트 데이터의 소수 범주 예측성능 향상 기법 (Improving minority prediction performance of support vector machine for imbalanced text data via feature selection and SMOTE)

  • 김종찬;장성준;손원
    • 응용통계연구
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    • 제37권4호
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    • pp.395-410
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    • 2024
  • 텍스트 데이터는 일반적으로 많은 다양한 단어들로 구성되어 있다. 평범한 텍스트 데이터의 경우에도 수만 개의 서로 다른 단어들을 포함하고 있는 경우를 흔히 관찰할 수 있으며 방대한 양의 텍스트 데이터에서는 수십만 개에 이르는 고유한 단어들이 포함되어 있는 경우도 있다. 텍스트 데이터를 전처리하여 문서-단어 행렬을 만드는 경우 고유한 단어를 하나의 변수로 간주하게 되는데 이렇게 많은 단어들을 각각 하나의 변수로 간주한다면 텍스트 데이터는 매우 많은 변수를 가진 데이터로 볼 수 있다. 한편, 텍스트 데이터의 분류 문제에서는 분류의 목표변수가 되는 범주의 비중에 큰 차이가 나는 불균형 데이터 문제를 자주 접하게 된다. 이렇게 범주의 비중에 큰 차이가 있는 불균형 데이터의 경우에는 일반적인 분류모형의 성능이 크게 저하될 수 있다는 사실이 잘 알려져 있다. 따라서 불균형 데이터에서의 분류 성능을 개선하기 위해 소수집단의 관측값들을 합성하여 소수집단에 포함되는 새로운 관측값을 생성하는 합성과표집기법(synthetic over-sampling technique; SMOTE) 등의 알고리즘을 적용할 수 있다. SMOTE는 k-최근접이웃(k-nearset neighbor; kNN) 알고리즘을 이용하여 새로운 합성 데이터를 생성하는데 텍스트 데이터와 같이 많은 변수를 가진 데이터의 경우에는 오차가 누적되어 kNN의 성능에 문제가 생길 수 있다. 이 논문에서는 변수선택을 통해 변수가 많은 불균형 텍스트 데이터를 오차가 축소된 공간에 표현하고 이 공간에서 새로운 합성 관측값을 생성하여 불균형 텍스트 데이터에서 소수 범주에 대한 SVM 분류모형의 예측 성능을 향상시키는 방법을 제안한다.

혼합물분석을 통해 최적화된 TiO2/HAP/Ge 촉매를 이용한 Lincomycin 제거특성 연구 (A Study on Characteristics of Lincomycin Degradation by Optimized TiO2/HAP/Ge Composite using Mixture Analysis)

  • 김동우;장순웅
    • 한국지반환경공학회 논문집
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    • 제15권1호
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    • pp.63-68
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    • 2014
  • 본 연구에서는 UV-A 조사를 통해 titanium dioxide($TiO_2$), hydroxyapatite(HAP)와 germanium(Ge)의 다양한 복합촉매를 통한 항생제(lincomycin, LM)의 광촉매 제거를 조사하였다. 우선, 다양한 복합촉매의 향상된 광촉매능을 비교하였고, 도출된 제거효율은 $TiO_2/HAP/Ge$ > $TiO_2/Ge$ > $TiO_2/HAP$ 순으로 관찰되었다. $TiO_2/HAP/Ge$의 조성은 반응표면법의 하나인 혼합물분석(mixture analysis)에 기초하여 통계적 방안이 수행되었다. 각 인자별 6개의 조건을 포함하도록 설정한 독립변수 $TiO_2(X_1)$, HAP($X_2$)와 Ge($X_3$)의 LM($Y_1$)과 TOC($Y_2$) 제거에 대한 영향을 살펴보았다. 분산분석(ANOVA)의 회귀분석항은 유의한 p값(p<0.05)과 높은 결정계수 값($R^2$ of $Y_1=99.28%$ and $R^2$ of $Y_2=98.91%$)을 나타냈다. 등고선도와 반응곡선을 통해 UV-A 조사조건에서 $TiO_2$/HAP/Ge 조성에 따른 LM의 제거를 나타냈다. TOC($Y_2$) 제거를 기준으로 도출된 최적조성비는 코드화 값으로 $X_1=0.6913$, $X_2=0.2313$$X_3=0.0756$으로 나타났다. 실제 적용에 따른 비교 실험 결과는 LM과 TOC의 평균제거율이 각각 99.2%와 49.3%로 나타나 모델의 예측과 잘 부합하였다.

조직구성원의 정보기술 인적역량과 개인 업무만족 및 업무성과 간의 관계: 목표지향성 관점 (Relationships Among Employees' IT Personnel Competency, Personal Work Satisfaction, and Personal Work Performance: A Goal Orientation Perspective)

  • 허명숙;천면중
    • Asia pacific journal of information systems
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    • 제21권4호
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    • pp.63-104
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    • 2011
  • The study examines the relationships among employee's goal orientation, IT personnel competency, personal effectiveness. The goal orientation includes learning goal orientation, performance approach goal orientation, and performance avoid goal orientation. Personal effectiveness consists of personal work satisfaction and personal work performance. In general, IT personnel competency refers to IT expert's skills, expertise, and knowledge required to perform IT activities in organizations. However, due to the advent of the internet and the generalization of IT, IT personnel competency turns out to be an important competency of technological experts as well as employees in organizations. While the competency of IT itself is important, the appropriate harmony between IT personnel's business capability and technological capability enhances the value of human resources and thus provides organizations with sustainable competitive advantages. The rapid pace of organization change places increased pressure on employees to continually update their skills and adapt their behavior to new organizational realities. This challenge raises a number of important questions concerning organizational behavior? Why do some employees display remarkable flexibility in their behavioral responses to changes in the organization, whereas others firmly resist change or experience great stress when faced with the need to alter behavior? Why do some employees continually strive to improve themselves over their life span, whereas others are content to forge through life using the same basic knowledge and skills? Why do some employees throw themselves enthusiastically into challenging tasks, whereas others avoid challenging tasks? The goal orientation proposed by organizational psychology provides at least a partial answer to these questions. Goal orientations refer to stable personally characteristics fostered by "self-theories" about the nature and development of attributes (such as intelligence, personality, abilities, and skills) people have. Self-theories are one's beliefs and goal orientations are achievement motivation revealed in seeking goals in accordance with one's beliefs. The goal orientations include learning goal orientation, performance approach goal orientation, and performance avoid goal orientation. Specifically, a learning goal orientation refers to a preference to develop the self by acquiring new skills, mastering new situations, and improving one's competence. A performance approach goal orientation refers to a preference to demonstrate and validate the adequacy of one's competence by seeking favorable judgments and avoiding negative judgments. A performance avoid goal orientation refers to a preference to avoid the disproving of one's competence and to avoid negative judgements about it, while focusing on performance. And the study also examines the moderating role of work career of employees to investigate the difference in the relationship between IT personnel competency and personal effectiveness. The study analyzes the collected data using PASW 18.0 and and PLS(Partial Least Square). The study also uses PLS bootstrapping algorithm (sample size: 500) to test research hypotheses. The result shows that the influences of both a learning goal orientation (${\beta}$ = 0.301, t = 3.822, P < 0.000) and a performance approach goal orientation (${\beta}$ = 0.224, t = 2.710, P < 0.01) on IT personnel competency are positively significant, while the influence of a performance avoid goal orientation(${\beta}$ = -0.142, t = 2.398, p < 0.05) on IT personnel competency is negatively significant. The result indicates that employees differ in their psychological and behavioral responses according to the goal orientation of employees. The result also shows that the impact of a IT personnel competency on both personal work satisfaction(${\beta}$ = 0.395, t = 4.897, P < 0.000) and personal work performance(${\beta}$ = 0.575, t = 12.800, P < 0.000) is positively significant. And the impact of personal work satisfaction(${\beta}$ = 0.148, t = 2.432, p < 0.05) on personal work performance is positively significant. Finally, the impacts of control variables (gender, age, type of industry, position, work career) on the relationships between IT personnel competency and personal effectiveness(personal work satisfaction work performance) are partly significant. In addition, the study uses PLS algorithm to find out a GoF(global criterion of goodness of fit) of the exploratory research model which includes a mediating variable, IT personnel competency. The result of analysis shows that the value of GoF is 0.45 above GoFlarge(0.36). Therefore, the research model turns out be good. In addition, the study performs a Sobel Test to find out the statistical significance of the mediating variable, IT personnel competency, which is already turned out to have the mediating effect in the research model using PLS. The result of a Sobel Test shows that the values of Z are all significant statistically (above 1.96 and below -1.96) and indicates that IT personnel competency plays a mediating role in the research model. At the present day, most employees are universally afraid of organizational changes and resistant to them in organizations in which the acceptance and learning of a new information technology or information system is particularly required. The problem is due' to increasing a feeling of uneasiness and uncertainty in improving past practices in accordance with new organizational changes. It is not always possible for employees with positive attitudes to perform their works suitable to organizational goals. Therefore, organizations need to identify what kinds of goal-oriented minds employees have, motivate them to do self-directed learning, and provide them with organizational environment to enhance positive aspects in their works. Thus, the study provides researchers and practitioners with a matter of primary interest in goal orientation and IT personnel competency, of which they have been unaware until very recently. Some academic and practical implications and limitations arisen in the course of the research, and suggestions for future research directions are also discussed.