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Usefulness of Data Mining in Criminal Investigation (데이터 마이닝의 범죄수사 적용 가능성)

  • Kim, Joon-Woo;Sohn, Joong-Kweon;Lee, Sang-Han
    • Journal of forensic and investigative science
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    • v.1 no.2
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    • pp.5-19
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    • 2006
  • Data mining is an information extraction activity to discover hidden facts contained in databases. Using a combination of machine learning, statistical analysis, modeling techniques and database technology, data mining finds patterns and subtle relationships in data and infers rules that allow the prediction of future results. Typical applications include market segmentation, customer profiling, fraud detection, evaluation of retail promotions, and credit risk analysis. Law enforcement agencies deal with mass data to investigate the crime and its amount is increasing due to the development of processing the data by using computer. Now new challenge to discover knowledge in that data is confronted to us. It can be applied in criminal investigation to find offenders by analysis of complex and relational data structures and free texts using their criminal records or statement texts. This study was aimed to evaluate possibile application of data mining and its limitation in practical criminal investigation. Clustering of the criminal cases will be possible in habitual crimes such as fraud and burglary when using data mining to identify the crime pattern. Neural network modelling, one of tools in data mining, can be applied to differentiating suspect's photograph or handwriting with that of convict or criminal profiling. A case study of in practical insurance fraud showed that data mining was useful in organized crimes such as gang, terrorism and money laundering. But the products of data mining in criminal investigation should be cautious for evaluating because data mining just offer a clue instead of conclusion. The legal regulation is needed to control the abuse of law enforcement agencies and to protect personal privacy or human rights.

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Analysis of the Case with Serial Killer Young Cheol Yoo (유영철 연쇄살인사건 분석)

  • Lee, Jin-Dong;Lee, Sang-Han
    • Journal of forensic and investigative science
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    • v.2 no.1
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    • pp.32-51
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    • 2007
  • Serial violent crimes have occurred more frequently. Additional attention is paid to relevant areas in which discussions has also increased. This study analyzed Young-cheol Yoo, serial killer case. Two of Yoo's crimes were studied for modus operandi. The cases selected were the premeditated break-in homicide of upper-class elderly people and the impulsive homicide of the Hwanghak-Dong street vendor. Crime motives, targets, times, places, means and methods were analyzed. Profiling techniques in Young-cheol Yoo cases were evaluated and the problems discovered during investigation were discussed. The followings are the findings of the analysis of the serial killer Yoo cases. Yoo exhibited a hatred toward the rich, the elderly, and women as well as a fear of diseases and death. Yoo's crime targets were the elderly residing in wealthy houses, street vendors and prostitutes. The numbers of victims were: 3 men and 5 women victims in 4 homicide cases involving the elderly residents in wealthy houses; one man in 1 street vendor homicide case 11 women in 11 prostitute homicide cases, so total 20 persons were murdered in 16 cases. The time of the crimes were between 10 am and noon in the homicide cases of the elderly and very late at night or early in the morning in the prostitute homicide cases. Means and methods facilitated include the use of a knife as a threat and a hammer made by Yoo to strike the head and face of victims. In the homicide cases involving the elderly, he attempted to disguise the crime scene as a burglary or committed arson to destroy the evidence; in the prostitute homicide cases, bodies were mutilated and buried in secret. 1) Generally each serial killer case has different characteristics, motives, and purposes; while some serial killer cases involve similar methods, others use different methods. Unlike other crimes, serial killers' characteristics and tastes are very different, so it is difficult to explain serial killings based on a specific model. It is important to accurately capture modus operandi of each serial killing and for detectives to familiarize themselves with them. The process of tracing and use of imagination which follows a serial killer's psychology and thought must be used to find out what kind of thoughts pushed the killer to commit the crime. In order to investigate and research difficult subjects such as serial killing, various methods, skills, and relevant knowledge should be studied, and institutional endeavors should go hand in hand with individual efforts.

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An Analysis of the National Suicide Rate in Korea during 2005 (2005년 전국 자살실태 분석)

  • Kim, Gi-Jeong;Kwak, Jyung-Sik
    • Journal of forensic and investigative science
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    • v.2 no.1
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    • pp.5-22
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    • 2007
  • From the numerous social problems generated by the unbalanced social development and the social trend of belittling life overall, we found the causes of suicide getting worse in its seriousness day by day. In reality, the problem has been approached in a collateral level in contrast with other social problems. There have been an active involvement in studying the definition, causes and ways of prevention of suicide theoretically until now. However, different from other social problems, it is almost impossible to treat or fix the problem of suicide. Only ways to treat or fix the problem is when the suicide has ended in failure. Thus, this study intends to examine the suicide rate among the total accidents during the year 2005, perform the analyses on the actual causes according to the relations such as the means of suicide, occupation, age group, educational background, etc. In order to present a solution to the issue of suicide becoming serious each day. Among the total accidents in 2005, the suicide rate came out to be approximately 52.4%. Among the result, 52.4%, male with 69% resulted higher than female with 31%, which appears to be related to the social functions. While men tends to take more active(80%) means of suicide like jumping off, poison, hanging, etc., women tends to take more passive(60%) means of suicide like sleeping pills, slitting wrist, etc. In terms of the cause, pessimism, illness, denial, mental disorder, etc resulted more than 75%, and there were many cases of suicide after exhibiting the signs of depression. Also there were higher suicide rate of the unemployed engaged in direct labor with educational background lower than college level related to the pessimism regarding the family living cost. We were able to determine the recent increase in the suicidal tendency of the educated people higher than the college level and the retired people with depression caused by the sudden change in social status. Overall there are several reasons for suicide, however, in most cases the signs of depression were exhibited until the final suicide, which tells us the serious psychological problem of suicide. Assuming that the current development of suicide will continue in future, the result of this study will guide the corresponding social policies, be utilized in preparing the insurance or management at the national level dealing with the real social problems that are not just a conflict of an individual, but could spread like a fad and become much bigger than the present by the continuous support at the environmental, social and political levels, and be utilized as the basic data to establish the research plan.

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Crown Shape Control of Pinus koraiensis S. et Z. (VII) - The Influence of Thinning and Stem Pruning on Seed Component(The First Report) - (잣나무의 수형조절(VII) - 잣나무의 간벌과 수형조절이 종자의 성분에 미치는 영향(제1보) -)

  • Song, Jae-Mo;Shim, Tae-Heum;Yi, Jae-Seon
    • Journal of Forest and Environmental Science
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    • v.18 no.1
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    • pp.87-96
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    • 2001
  • In order to investigate the influence of increased seed production of Korean white pine(Pinus koraiensis S. et Z.), component of seeds, produced from trees in the thinned stand and the stem-pruned trees in the seed orchard, were analyzed. The results obtained were as follows: 1. General component analysis of seed There is no significant influence of thinning on the seed component in moisture content (thinned- 4.10%, unthinned- 3.74% ), ash (thinned- 2.95%, unthinned- 2.94%), crude lipid (thinned- 67.62%, unthinned- 71.94%), and crude protein (thinned- 17.27%, unthinned- 17.50%). There is no significant influence of stem-pruning on the seed component in moisture content (unpruned- 4.26%, 1m stem-pruned- 4.10%, and 2m stem-pruned- 3.99%), ash (unpruned- 2.08%, 1m stem-pruned- 2.09%, and 2m stem-pruned- 2.15%) crude lipid(unpruned- 68.59%, 1m stem-pruned- 69.52%, and 2m stem-pruned- 72.53%), and crude protein (unpruned- 18.13%, 1m stem-pruned- 17.96%, and 2m stem-pruned- 17.56%) 2. Fatty acid analysis Seeds of tree from thinned and unthinned stands contained two essential fatty acids, i.e., linoleic acid (18:2) (thinned- 54.92%, unthinned- 55.40%) and linolenic acid (18:3) (thinned- 0.19%, and unthinned- 0.23%). Over 94% of fatty acids consisted of linoleic acid (18:2)(55%), oleic acid (18:1) (32%), and palmitic acid (16:0)(7%). T-test showed difference of content at 1% significance level for palmitoleic acid (16:1), stearic acid (18:0) and 8.11, 14-eicosatrienoic acid (20:3) and at 5% for linolenic acid (18:3), but no significant difference for three major fatty acids mentioned above, between two types of trees. Thus thinning may give no influence in fatty acid content. Seeds of three types of trees contained two essential fatty acids, i.e., linoleic acid (18:2)(unpruned- 55.25%, 1m stem-pruned- 54.74%, and 2m stem-pruned- 55.00%), and linolenic acid (18:3)(0.21% for three kinds of trees). Linoleic acid (18:2)(55%), oleic acid (18:1) (32%), and palmitic acid (16:0)(6%) consisted of more than 93% of all fatty acid content. At 5% significance level in F-test, difference was observed in the content of palmitoleic acid (16:1) and 8.11, 14-eicosatrienoic acid (20:3), but not in three major types of fatty acids above mentioned. It is observed that stem-pruning gave no significant influence in fatty acid content in general.

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Current State of Consumption of Yaksun (Medicinal) Food and Medicinal Food Education Participation Intentions by Food-Related Lifestyle (조리 교육생의 식생활라이프스타일에 따른 약선음식 이용특성 및 약선음식 교육 참여의사)

  • Song, Yeon-Mi;Jo, Mi-Na
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.45 no.9
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    • pp.1375-1384
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    • 2016
  • The purpose of this study was to examine the current state of consumption of medicinal food and the intent to participate in medicinal food education by food-related lifestyle. A total of 264 samples were conveniently selected from students enrolled in culinary education at the Seoul Institute of Technology and Education from September 5, 2014 to September 20, 2014. The results were as follows. Factor analysis showed five factors in food-related lifestyle named as adventure-seeking factor, taste-seeking factor, health-seeking factor, convenience-seeking factor, and safety seeking factor. There were three factors in awareness of medicinal food named as health characteristic, negative perception, and intent to purchase. The cluster analysis showed five dimensions for food-related lifestyle named as convenience-seeking group, safety-seeking group, health & safety-seeking group, health-seeking group, and taste-seeking group. Among the demographic characteristics, there was a significant difference in age, cooking career, and households by food-related lifestyle group. Among intent to participate in education regarding medicinal food, there was a significant difference in medicinal food educational institution preferences by food-related lifestyle group. Among medicinal food awareness, there was a significant difference in negative perception by food-related lifestyle group.

Effect of Soybean Meal and Soluble Starch on Biogenic Amine Production and Microbial Diversity Using In vitro Rumen Fermentation

  • Jeong, Chang-Dae;Mamuad, Lovelia L.;Kim, Seon-Ho;Choi, Yeon Jae;Soriano, Alvin P.;Cho, Kwang Keun;Jeon, Che-Ok;Lee, Sung Sil;Lee, Sang-Suk
    • Asian-Australasian Journal of Animal Sciences
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    • v.28 no.1
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    • pp.50-57
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    • 2015
  • This study was conducted to investigate the effect of soybean meal (SM) and soluble starch (SS) on biogenic amine production and microbial diversity using in vitro ruminal fermentation. Treatments comprised of incubation of 2 g of mixture (expressed as 10 parts) containing different ratios of SM to SS as: 0:0, 10:0, 7:3, 5:5, 3:7, or 0:10. In vitro ruminal fermentation parameters were determined at 0, 12, 24, and 48 h of incubation while the biogenic amine and microbial diversity were determined at 48 h of incubation. Treatment with highest proportion of SM had higher (p<0.05) gas production than those with higher proportions of SS. Samples with higher proportion of SS resulted in lower pH than those with higher proportion of SM after 48 h of incubation. The largest change in $NH_3$-N concentration from 0 to 48 h was observed on all SM while the smallest was observed on exclusive SS. Similarly, exclusive SS had the lowest $NH_3$-N concentration among all groups after 24 h of incubation. Increasing methane ($CH_4$) concentrations were observed with time, and $CH_4$ concentrations were higher (p<0.05) with greater proportions of SM than SS. Balanced proportion of SM and SS had the highest (p<0.05) total volatile fatty acid (TVFA) while propionate was found highest in higher proportion of SS. Moreover, biogenic amine (BA) was higher (p<0.05) in samples containing greater proportions of SM. Histamines, amine index and total amines were highest in exclusive SM followed in sequence mixtures with increasing proportion of SS (and lowered proportion of SM) at 48 h of incubation. Nine dominant bands were identified by denaturing gradient gel electrophoresis (DGGE) and their identity ranged from 87% to 100% which were mostly isolated from rumen and feces. Bands R2 (uncultured bacterium clone RB-5E1) and R4 (uncultured rumen bacterium clone L7A_C10) bands were found in samples with higher proportions of SM while R3 (uncultured Firmicutes bacterium clone NI_52), R7 (Selenomonas sp. MCB2), R8 (Selenomonas ruminantium gene) and R9 (Selenomonas ruminantium strain LongY6) were found in samples with higher proportions of SS. Different feed ratios affect rumen fermentation in terms of pH, $NH_3$-N, $CH_4$, BA, volatile fatty acid and other metabolite concentrations and microbial diversity. Balanced protein and carbohydrate ratios are needed for rumen fermentation.

Effect of the Nematode Sterilization of Nursery Medium using QRD Microwave in the Plant Factory (QRD 마이크로파를 이용한 식물공장용 배지의 멸균 효과)

  • Kim, Jin Hyun;Kim, Tae Wook;Lee, Keun Woo;Ha, Yu Shin;Lee, Jae Hyun;Kim, Kyung Min
    • Journal of Bio-Environment Control
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    • v.22 no.2
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    • pp.100-107
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    • 2013
  • Unlike general microwave, QRD (Quadratic Residue Diffusor) Microwave used in this study is known as a new technology that enhances the sterilization effect with low power because it is possible to induce the average sterilization by changing wavelength phase difference. Therefore, basic research was conducted on the function that could sterilize culture media for plant factory by using environmentally friendly and low energy consuming QRD Microwave. The results are as follows: It was confirmed that there was no external deformation in the polyurethane foam and rock wool medium when changing the microwave level between 2 and 8 kW in different water content of culture media. However, PDA solid media at 2 kW were not dissolved in 60 and 180 seconds. All of the media were dissolved in other processing. There was little difference in the microwave irradiation level and surface temperature of the strain according to the processing time between Bacillus sp. and Burkholderia sp. In the sterility test according to the microwave irradiation level and processing time, it was confirmed that both Bacillus sp. and Burkholderia sp. grew in the microwave level 2 kW regardless of time. In the microwave level 6 kW, all experimental groups except the processing of Burkholderia sp. for 60 seconds were sterilized, and all of Bacillus sp. was killed in the all experimental groups. In the microwave level 8 kW, it was confirmed that both Bacillus sp. and Burkholderia sp. were sterilized regardless of time. The temperature in microwave-processed media after contaminating strains to each medium was maintained at more than 100 in polyurethane foam and rock wool medium after 60 seconds. In general, it was shown that it was possible to sterilize after 60 seconds. Therefore, it is considered that Bacillus sp. and Burkholderia sp. which are the biggest problems in the plant factory can be adequately sterilized by QRD Microwave used in this study.

A Review on the Background of Takjok(濯足; Washing Feet) and the Landscape Architectual Meaning of Its Cultural Phenomenon - Focused on Takjokjiyu(濯足之遊) Shown on Poetry, Prose, and Painting - (탁족(濯足)의 배경과 그 문화현상에 담긴 조경적 의미 - 시문과 그림에 나타난 탁족지유(濯足之遊)를 중심으로 -)

  • Rho, Jae-Hyun;Seo, Hyo-Seog;Choi, Jong-Hee
    • Journal of the Korean Institute of Landscape Architecture
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    • v.41 no.6
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    • pp.72-83
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    • 2013
  • This study suggests the necessity of landscaping alternatives for the succession of Takjok(濯足) culture by considering the background and meaning of Takjok's cultural phenomenon shown in old literatures and paintings and its result is as follows. An old idiom, 'Takyoung Takjok(濯纓濯足)' implying a disinterested living attitude from the mundane world and an attitude complying with nature, has been sublimated to 'Takjokjiyu(濯足之遊)' which means living in comfortable retirement through life in seclusion(隱逸). Classical scholars immerse their feet in soft-flowing(柔軟) water for 'Mulailche(物我一體; synchronized with nature)' which is a unified condition with 'Do(道; truth)' and connected to the stage of 'Yu(遊)', a free mental state, and its nature. The cultural phenomenon of Takjok appeared in the inherited landscape paintings in the Joseon dynasty period after the late stage of Koryo. Takjok shown in 'Pal Kyung Shi'(八景詩; poetry singing for the eight scenary) was described as not a transcendent scene, but as a scenery of daily life. Dense forest and water, such as a stream with clean water, rocks, and pine trees shown in Takjok paintings have been symbolized as a seclusion space for classical scholars with higher thinking and their mental states have been more emerged. Mental pleasures called as seclusion and Takjokjiyu have been relatively emphasized in the Takjok paintings of the Joseon Dynasty period contrary to the Chinese Takjok paintings emphasizing Chung Gye(淸溪; clean stream) and Chang Rang(滄浪; high and clean wave) and strongly representing the image of 'Chung Ryu'(淸流; clean flowing water) and the veneration for antiquity. The view of nature described in the Takjok paintings represents the provision of nature as a situation and attitudes of classical scholars and implies a Taoism perspective which describes the 'do' of nature. This view of nature itself remained intact(無爲自然) with the love of mountains and water, showing a side of the zeitgeist and aesthetic consciousness of China and Joseon. The 'Takjokjiyu' of both countries has be interpreted as a symbol of personality development, behavior, life in seclusion, or transcending the mundane world and has also been accepted as a method of summer vacation in the real world. It should be considered that Takjok includes ordinary people's wisdom to resist the hot weather, as well as the classical scholar's ideal and the veneration of antiquity. From this perspective, water space, Takjok rocks, and the use of water based on the environmental supportability should be newly focused as a recreational space and it reminds us that the spirit of Takjok is a classical mental healing method.

Seedling Qualities of Watermelon as Affected by Different Raising Seedling Period and Growth Characteristics after Planting (육묘 기간에 따른 수박의 묘 소질과 정식 후 생육특성)

  • Ko, Ba-Ul;Bae, Jong Hyang;Hwang, Seung Jae;Kim, Ho Cheol
    • Journal of Bio-Environment Control
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    • v.26 no.2
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    • pp.56-63
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    • 2017
  • This study was carried out to establish qualities of watermelon seedling (Citrullus lanatus) according to raising seedling period (RSP; 40, 45, 50, 55, 60, and 65 days) and was carried out to investigate growth characteristics after planting of the seedlings. In seedling qualities according to RSP, Plant height, stem diameter, leaf area of seedling with RSP 65 treatment were significantly increased. Fresh and dry weight in the above of corp showed a significant difference among the seedlings with RSP 40-45, RSP 50-60 and RSP 65 treatment, and that in of root were significantly higher in the seedlings with RSP 40, 45, 65 treatments than with other RSP treatments. S/R ratio was lower in the seedlings with RSP 40 and 45 treatments than with other RSP treatments. RSP affected to the leaf area and S/R ratio of seedling. After 11 weeks after planting of a various seedlings, except that height and node number of plant with 45 RSP treatment was lower than other RSP treatments, other growth characteristics were not significantly different amon RSP treatments. Leaf area, fresh weight, dry weight and S/R ratio were lowest in plant with RSP 65 treatment. Relative growth rate and net assimilation rate of planted watermelon tended to decrease and leaf area ratio was continuously increased until 9th week in the all treatments. The lighter and heavier fruit were produced in plants with RSP 40 and RSP 65 treatments (9.7 kg and 9.9 kg) and in RSP 50 and RSP 55 treatments (both 11.0kg), respectively. Fruit sugar contents was highest in fruit with RSP 45 treatment, and was lowest in RSP 50 and RSP 60 treatments. RSP showed a polynomial regression relation with the increment of fruit weight and the weight of harvested fruit. Considering the increment and weight of fruit, the most for RSP of watermelon seedling for planting were 50-55 days.

Exploratory Study on the Effect of the Entrepreneurial Infrastructure Institution on the Regional Employment: Focusing on the Partner Square of N Company (창업 인프라 기관의 지역 고용효과에 관한 탐색적 연구: N사 파트너스퀘어를 중심으로)

  • Kim, Jong Sung;Shim, Jae Hun;Kim, Do Hyeon
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.15 no.3
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    • pp.223-231
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    • 2020
  • Governments and private companies have established various local entrepreneurial infrastructure institutions in most regions in order to reduce youth unemployment, and boost youth entrepreneurship and regional employment. However, previous studies has been limited to explore the impact of the entrepreneurial infrastructure institutions on the willingness of start-up entrepreneurs. Thus, the main purpose of this study is to fill in the gaps of the research, identify the effect of the entrepreneurial infrastructure institutions on regional employment focusing on the Partner Squares which are entrepreneurial infrastructure institutions in several regions and established by N company, and set a foundation for further research regarding the effectiveness of the entrepreneurial infrastructure institutions. In order to verify the effectiveness of the Partner Squares on the local employment, we use the raw data of the Economically Active Population Survey (Statistics Korea) and analyze the effectiveness by using the Difference-in-Differences model. The main findings are as follows. While the Partner Square Seoul has not statistically influenced on the employment of local youth workers, the Partner Square Busan has increased about 3% of the average number of employees (575 thousand) from May 2017 to July 2019, increasing the number of local youth workers by 17,000. Also, after the establishment of the Partner Square Gwangju, the institution has increased 4,500 local employees, which is about 1.7% of the average number of employees (267,000) from September 2018 to July 2019. This implies that the Partner Squares provide a variety of effective start-up education programs and networks for pre-starters and founders in the region, thereby helping them to grow and boosting the local employment. An important implication is that by using government statistical data, we find roles of entrepreneurial infrastructure institutions to revitalize local economy and employment. In future studies, studies need to be conducted considering various exogenous variables that can affect local employment, such as the government industrial policies and entrepreneurial infrastructure institutions other than the Partner Squares.