Microsoft Word - 5 Siti Azizah 16930-54771-5-ED.doc Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 140 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Siti Azizah Susilawati1, Mohd Hairy Ibrahim2, Nor Kalsum binti Mohd Isa3, Norwaliza Abdul Wahab4, Muhammad Musiyam5, Agus Herianto6, Nurin Rochayati7 1,5Faculty of Teacher Training and Education, Universitas Muhammadiyah Surakarta, Indonesia 1-4Fakulti Sains Kemanusiaan, Universiti Pendidikan Sultan Idris, Malaysia 6,7Faculty of Teacher Training and Education, Universitas Muhammadiyah Mataram, Indonesia DOI: 10.23917/ijolae.v4i2.16930 Received: December 28st, 2021. Revised: April 21nd, 2022. Accepted: April 26th, 2022 Available Online: May 1st, 2022. Published Regularly: May 1st, 2022 Abstract Nowadays, Urban Heat Island (UHI) occurs in big cities worldwide. The UHI phenomenon needs to be introduced in school because this phenomenon occurs around the students. Surakarta, one of the big cities in Indonesia, has been threatened by the UHI phenomenon, so enrichment materials related to the UHI phenomenon are needed for students in schools. This research will develop the UHI e-module as an enrichment teaching material on the impact of global climate change and research on climate and its utilization. This paper aims to present an e-module development research methodology on UHI based on the phenomenon of UHI threats in Surakarta City and its effect on student achievement and collaboration skills. Design and Development Research (DDR) uses the Borg and Gall model. The methodology of the research development is divided into three phases: the needs analysis phase, the design and development phase, and the implementation and evaluation phases. The difference in this research is the geographical space-based study approach in the development of material based on the UHI phenomenon in Surakarta City and urban and rural spatial sampling techniques. Keywords: collaboration skills, design and development research, e-module, urban heat island Corresponding Author: Siti Azizah Susilawati, Faculty of Teacher Training and Education, Universitas Muhammadiyah Surakarta, Indonesia Email: azizah.susilawati@ums.ac.id 1. Introduction Nowadays, many cities in Indonesia are threatened by urban heat island (UHI), but some school students did not know about the urban heat island phenomena that occur around them. UHI is one of the impacts of environmental change in urban regions. UHI is a phenomenon that happens when urban temperatures are higher than in rural areas (Masumoto, 2015; Mohajerani, Bakaric, & Jeffrey-Bailey, 2017). UHI impact is restrict- ed to anthropogenic atmosphere change in the shade layer of the urban climate where practically all everyday human activities occur (Buchin, Hoelscher, Meier, Nehls, & Ziegler, 2016). UHI research is widely car- ried out worldwide, but there is little research on UHI in education. UHI learning in schools is essential to introduce the phenom- enon to people and students. Ana Maria stat- ed that more than 3700 distributed papers in the field were identified in the Web of Sci- Indonesian Journal on Learning and Advanced Education http://journals.ums.ac.id/index.php/ijolae Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 141 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta ence Database from 1989 until 2016 (Maria et al., 2016). The more significant part of them was written in Meteorology, 26% of the identified papers, Environmental sciences (19%), and Engineering (11%). They are followed by documents written in building technology, energy, photographic technolo- gy, and physical geography. Although all the investigations are identified with urban struc- tures, just 5% of all the composed papers were published in urban studies-related jour- nals, bringing this topic to the 10th spot on the list (Maria et al., 2016). UHI is one of the phenomenons of climate change impacts, but UHI has not been introduced at school. Meanwhile, the UHI has threatened a few major urban communities in Indonesia. Fig- ure 1 gives information that UHI occurred in Indonesia recently. The researchers meas- ured UHI phenomena and only a few studies the UHI mitigation. Figure 1. UHI Research in Indonesia Based on the Research Location Research on UHI has been carried out in various big cities in Indonesia. The study was conducted in the following cities based on the literature review on 36 journals over five years from 2017-to 2021 (figure 1). Fi- gure 2 shows that studies on UHI mainly were studied in the cities of Bandung and Semarang, followed by Jakarta, Surabaya, and Surakarta, respectively. Based on the theme of UHI studies that have been carried out in various cities in Indonesia, 72% are dominated by the theme of UHI studies through the Geography Information System approach, 8.3% on the Community Land Model and water balance approach, 5.6% on the theme of mitigated through vegetation and 2.8% of land use. Change and UHI Miti- gation, respectively. Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 142 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Figure 2. UHI Research in Indonesia Based on Theme UHI can be introduced to students through geography in the essential compe- tencies of atmospheric dynamics. UHI has not been included in the textbooks, so de- pendent on the Regulation of Education Min- istry of Indonesia. Regulation of Education Ministry of Indonesia No. 2, article 6 themes are utilization of the book in education units, (1) textbooks are utilized as a compulsory reference by educators and students in the process of learning, (2) in addition to the textbook as referred in item 1, educators may use educator manuals, e-module, and refer- ence books in the process learning, (3) to expand student's knowledge and insight, ed- ucators can encourage students to read e- module and reference books. UHI can be acquainted with students through geography, and the knowledge can be through UHI E- module. UHI E-modules are books that con- tain enriched material from textbooks at the primary and secondary education levels. The UHI E-module improves students' thinking skills and broadens their viewpoints on the environment based on the latest knowledge. The current concept of learning in Indonesia, from traditional teacher-centered learning to student-centered learning, needs to be sup- ported by implementing Information Tech- nology in Education (Fitriansyah, Fatinah, & Syahril, 2020). One of the applications of information technology in education is the teaching media module developed into an e- module. Other than a decent substance, the UHI E-module must also be presented excel- lently to foster students' interest in reading. UHI e-module is needed to open students' insights into UHI that happen around them and encourage them to take real action re- garding their condition in the environment. Gall argues that a digital module (e- module) is a significant improvement prefer- ence because the traditional one (printed module) which much less interactive and has a static or monotone pictorial show (M. D. Gall, 2003). On the other hand, e-module can interactively gift substances featured through multimedia, including videos, animations, simulations, and queries with immediate feedback. Furthermore, e-module helps min- imize the number of intrinsic and extrinsic cognitive loads, facilitating the externaliza- tion of information thinking, memory, and processing. Learning content will be more dynamic, effective, and entertaining. The use of multimedia is considered suitable for im- proving learning outcomes (Irwansyah, Lubab, Farida, & Ramdhani, 2017). The ad- Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 143 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta vantages of e-module are also stated by Lin (Lin et al., 2015), e-module is an exploratory and unique study media because the comput- er is programmed to become a collaboration agent. Modules as teaching materials are cur- rently being developed digitally in e- modules. E-module is an adaptation to ad- vances in educational technology. E-module is an information and communication tech- nology (ICT) -a based module that is interac- tive because it is easy to navigate, has a vari- ety of image, audio, video, and animation displays, and provides feedback through spe- cific formation tests and quizzes (Sugihartini et al., 2017). E-module development can improve students' knowledge and learning outcomes (Azis, 2021; Gustria & Fauzi, 2020; Ilmi, Arnawa, Yerizon, & Bakar, 2021; Istuningsih, Baedhowi, & Sangka, 2018; Sitorus, Siswandari, & Kristiani, 2019; Suwatra, Suyatna, & Rosidin, 2018), e- module can also improve collaboration be- tween students. The student should be in- cluded and responsible for the improvement that he has made in terms of his education. Among the teaching-learning strategies are those through which students work produc- tively with one another and develop collabo- rative skills and mutual help. They can have a gigantic on students because of their names and playability and provide children's learn- ing alternatives. We should use, above all, some active-participative strategies, creative to create critical thinking in students (Cioba- nu, 2018). Collaboration is a valuable tool used within a participatory culture as an ideal educational Outcome. The Partnership for the twenty-first-century Skills, for example, defines collaboration as working viably and intentionally with differing groups, practic- ing adaptability and a willingness to make compromises to achieve a common goal, and accepting shared responsibility for collabora- tive work while valuing individual contribu- tions (Chu, Reynolds, Notari, Taveres, & Lee, 2018). This research aims to design and devel- op the UHI e-module with a design and de- velopment research approach. The other pur- pose is to determine the influence of the UHI e-module on student achievement and col- laboration skills. The development of e- modules as learning media can improve stu- dent achievement, as seen from the pretest and post-test results on the effectiveness test (Irwansyah et al., 2017; Sendari et al., 2019; Utomo et al., 2020). The advantages of the e- module support this increase in terms of readability, clarity of presentation, and the attractiveness and usefulness of the results. Meanwhile, the development of e-modules that can improve students' collaboration skills is carried out by (Mustari, Marwoto, Iswari, Ginanjar, & Anjelinar, 2020), mod- ules based on collaborative teamwork learn- ing models were declared very feasible and received a positive response as a learning media. The benefits of educational technolo- gy help students collaborate through visual collaboration Substitution allows students to solve problems together. Educational tech- nology helps students collaborate effectively, including through scripts for collaboration (Rau, Bowman, & Moore, 2017). This e- module is a technical learning media with collaborative worksheet activities created according to the needs assessment in the first research stage. 2. Method Design and Development Research (DDR) in education has been improving to develop a few domains in education. For education domains, curriculum, media and technology, learning and instructional, and teacher and didactic are often objects of development research (Akker, 1999). Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 144 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Research and Development is research about strategy utilized to create particular products and test the legitimacy of these products. Research and Development contain steps to create unused products or move forward with existing items, which can be accounted for (Saputri, Sukirno, Kurniawan, & Probowasito, 2020). Research method DDR develops instructional and non-instructional products and new or improved models and tools. Richey expressed that DDR is the systematic study of design, development, and evaluation processes to establish an empirical basis for creating instructional and non-instructional products and tools and new or improved models that govern their development (Richey & Klein, 2014). Richey & Klein detailed two types of studies in development studies: reflections of a specific product or program design, development, and evaluation projects. The second is the study of processes, tools, or models of a new design, development, and evaluation procedures and potentially models. DDR is a systematic study separates into four phases namely, 1) needs analysis phase, 2) design and development phase, 3) implementation and evaluation phase. This research is the design and development research of the UHI E-module in Surakarta using Borg and Gall model. Borg and Gall expressed that "educational" research and development, R and D, develop and validate educational products (Gall, Gall, & Borg, 1983). Borg and Gall clarified that the steps of this process are ordinarily alluded to as the R & D cycle (Figure 1). It comprises studying research discoveries applicable to the Product to be developed, developing the products dependent on these findings, field testing it in the setting where it will be utilized eventually, and revising it to correct the deficiencies found in the filed-testing stage. In increasingly thorough programs of R & D, this cycle is repeated until the field- test data demonstrate that the Product meets its typically characterized defined objectives (Gall et al., 1983). Borg and Gall stated that this process's steps are usually referred to as the R & D cycle. This research comprised of studying research discoveries appropriate to the Product to be developed, developing the products dependent on these findings, field testing it in the setting in which it will be used eventually, and changing it to address the deficiencies found in the filed-testing stage (Gall et al., 1983). Progressively through programs of R & D, this cycle is repeated until the field-test data indicate that the Product meets its behavioral characterized objectives. The need analysis phase is the stage of recognizing why an e-module is required. The UHI e-module was made expecting to provide students with the knowledge through achievement students and increase the collaboration skills of the presence of and UHI phenomenon that is relatively new and not yet well-known by students. Need analysis divide of literature review, identification of UHI threat in Surakarta by NDVI (Normalized Difference Vegetation Index) and LST (Land Surface Temperature) estimated, document analysis, expert/teacher interviews, and the problem teacher questions. The design and development phase of this research is the phase of developing the UHI e-module partition of (1) E-module planning, which separates determining e- module indicators, deciding learning outcomes, creating instruments, and validating and reliability instruments; (2) Developing a preliminary form of Product which partitions of developing the initial UHI e-module, developing learning material, Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 145 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta design learning process, design evaluation instruments, and expert validation; (3) Preliminary field testing separate phases of a pilot study to take preliminary field testing, validate evaluation instruments, and validate the UHI e-module by teacher and students; (4) The product revision step is the improvements in the initial e-module (revising the UHI e-module); (5) Main Field Testing is the progression which it conducts significant field tests for UHI e-module. The implementation and evaluation phase is when the UHI e-module implementation at school and to get the evaluation based and field/school. This phase separation of (1) Operational Product revision is the stage that Improvements to more comprehensive trial results e-module (revising the UHI e-module; (2) Operational Field Testing is activities of validation of the functional UHI e-module that has been produced, experts validation, and rehabilitation, and effectiveness UHI E- module; (3) Final E-module Revision is the final UHI e-module revision; (4) Dissemination and implementation is the last step which its dissemination and implementation of UHI e-module. Figure 3. Stages of e-Module Development using the Borg and Gall Model 3. Result and Discussion Developing the UHI e-module is based on the condition of UHI in Surakarta, Central Java, Indonesia. The expectation of the UHI e-module can be applied to other cities with adapt to the contextual state of that city. This UHI e-module is the development of the Re- ducing UHI: Summary of Basic UHI Strate- gies e-module by The Environmental Protec- tion Agency (EPA). The difference in this study is the geospatial-based research ap- proach included in the development of mate- Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 146 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta rials based on the UHI phenomenon in Sura- karta and spatial sampling methods. The ge- ospatial approach in this DDR is appropriate to (Jiang & Yao, 2010), who argued that ge- ospatial analysis and modeling, combined with GIS's robust data storage and visualiza- tion capabilities. GIS has become an essen- tial tool for understanding urban structure and dynamics where UHI is a phenomenon caused by the urban morphology system. (Musa, Hashim, & Reba, 2017) stated that geospatial tools offer new opportunities for ecosystem management from various geo- graphic information on elements of urban structure and dynamics can be derived from two intertwined factors (physical and socio- economic). In addition, a spatial analysis approach is used in determining the sample at each DDR phase. Need Analysis Phase a. Sampling and Population of Need Analysis In the needs analysis phase, the first step is sampling by multi-stage sampling based on cluster samples, and the third step is sam- pling by random samples. Samples were col- lected based on UHI-affected school loca- tions in the Sororaya city area. Multi-stage sampling is a transition from wide to narrow samples using a step-by-step process (Ackoff, 1953). Hierarchical sampling de- signs typically apply to large geographic areas. Combining different stochastic sam- pling techniques is the most effective and efficient way to achieve multi-level sampling (Etikan, 2017; Rahi, 2017). With multi-level random sampling, the population is generally very large, or the individual cannot be effec- tively distinguished, so the test must be se- lected in two or more steps. Need analysis phase: Samples were tak- en through teacher membership in each dis- trict's high school geography teachers (Musyawarah Guru Mata Pelajaran Geo- grafi/MGMP). Besides that, the teacher sam- ple is taken by stratified random sampling. The sample was collected based on the school's location affected by UHI in the Soloraya City area. Surakarta City is the cap- ital city of the Soloraya Region in Central Java, Indonesia, which divides the 6 sur- rounding Surakarta City, namely: Wonogiri District, Sragen District, Klaten District, Su- koharjo District, Boyolali District, and Ka- ranganyar District (Figure 2). Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 147 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Figure 4. Teacher Sample of Need Analysis The sample is based on the spatial area where the urban heat island phenomenon is indicated by the difference in temperature between the urban and rural areas. Urban heat island (UHI) is a commonly watched phenomenon around the world which is an urban area with significantly higher tempera- tures than those within the encompassing regions(de Groot-Reichwein et al., 2018; Lee et al., 2020; Wang et al., 2019). Moreover, (Heaviside, Macintyre, & Vardoulakis, 2017) argued that the UHI escalated, for the most part, characterized by the difference in air temperature between built-up urban areas and rural areas) within the urban canopy, the layer is more articulated at night time, when it can reach values of up to 10 °C in large cities. A sampling of teachers based on the distribution of school locations is expected to describe the urban heat island media needs of urban and rural teachers. b. Instrument of Need Analysis This study uses several instruments in each phase. Instruments were adopted from several previous studies validated by several experts. Need analysis is done through a questionnaire based on literature review and expert endorsement to get content needs analysis and graphic need analysis of the e- module. The questionnaire of contents needs analysis consists of 5 items: respondent school identity, respondents identity, UHI literacy of teachers or students, need's contents, and graphical media of the UHI e- module. A questionnaire on UHI literacy was developed dependent on The OECD's International Program for Student Assessment (PISA) in 1999, which was divided into 3 indicators, namely: (1) Indicators of scientific concepts; (2) Indicators of scientific processes, and; (3) Scientific situation indicators. The Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 148 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta questionnaire validates by experts in UHI and the development of learning media. c. Collecting Data Procedure of Need Analysis Collecting data on need analysis divides into two stages; firstly, collecting the data of UHI in Surakarta based on imagery interpretation. Secondly, collecting the data need a questionnaire of the UHI e-module. The need analysis data for the UHI e-module was distributed to the teachers in the Surakarta region who were selected as respondents. Documents analysis included the syllabus of SMA (Senior High School), lesson plans, learning activities, and guidelines d. Technical Data Analysis of Need Analysis UHI is measured through NDVI and LST index to get the vegetation density and surface temperature in Surakarta. The NDVI and LSI analysis of the City of Surakarta was conducted on the condition of Surakarta in 2003, 2008, 2015, 2017, and 2019 based on Landsat 7 ETM + imagery, Surakarta City administration map, and ground checkpoints. Analysis using Envi 4.0 software and statis- tical analysis and lay-outing using ArcGIS 10.2 software. Design and Development Phase a. Sampling and Population of Design and Development Phase Design and Development Phase: The indicators of the UHI e-module are adapted from the hands of “Reducing UHIs: Compendium of Strategies UHI Basics” The United States Environmental Protection Agency, divide: UHI definition, forming of UHI, Urban Geometry, Caring of UHI, Strategies to Reduce UHIs, and Additional Resources. E-module developed based on the EPA's indicator on Reducing UHIs: Compendium of Strategies UHI Basics with modifying considering Senior High School Geography syllabus in Indonesia on global warming competency. Table 2. UHI e-Module Develop of The "Reducing UHI: Compendium of Strategies UHI Basic" by EPA EPA indicators on "Reducing UHIs: Compendium of Strategies UHI Basic" UHI E-module Design What is UHI? 1. UHI Definition 1.1. surface UHI 1.2. Atmosphere UHI How does UHI Form? 2. UHI influence factors 2.1. Reduced Vegetation 2.2. Properties of urban Materials 2.3. Anthropogenic Heat 2.4. Additional Factors Why do we need to care about UHI? 3. UHI impacts 1.1. Energy Consumption 1.2. Air Quality and Greenhouse Gases 1.3. Human Health and Comfort 1.4. Water Quality Strategies to reduce UHI 4. Strategies to Reduce UHI 1.1. Trees and vegetation 1.2. Green Roofs 1.3. Cool Roofs 1.4. Cool Pavements 1.5. Heat Islands Reduction Activities Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 149 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Development uses Borg and Gall model. Experts in UHI and media learning validate adoption or e-module indicators. The indicator of this UHI e-module divides into four indicators, namely: (1) UHI definition, (2) UHI influence factors, (3) UHI impacts, and (4) UHI mitigation (Table 2). b. Instrument of Design and Development The development phase used the assessment questionnaire from the experts. Experts assess the UHI contents and graphical media aspects of the UHI e-module through document content analysis. Pre-test and post-test questionnaire UHI contains questions about the e-module material based on student collaboration skills. Collaboration or teamwork is expected from researchers, just as being researchers competent good research collaborators need to work with others towards common objectives, for example, project objectives, publishing articles (Tozer & Westoby, 2016). c. Collecting Data Procedure of Design and Development The design and development stages require the involvement of the UHI expert and learning media expert to validate the Product. The experts evaluate the design based on the checklist to evaluate the instructional material and give their comments for evaluation. Second, when the documents are evaluated by experts and returned, the next stage is to identify and write the comments which require further investigations. d. Technical Data Analysis of Design and Development The design and development phase uses the Fuzzy Delphi Method, which encourages the experts to assess the UHI e-module. Rejab argued that the FDM is utilized in this study specifically to validate the content rather than other validation phases of instrument development: face validity, construct validity, and criterion validity (Rejab, Azmi, & Chuprat, 2019). FDM is a method of measurement that depends on the modification of the Delphi Method. FDM is certifiably not another approach dependent on a classical Delphi method where the respondents must be from inside the hover of experts who have experience in the context of the study. This improvement indirectly strives to make FDM a progressively compelling measurement approach, whereby FDM can resolve the issue of who has uncertainty for some research issues. Triangular Fuzzy Number and Defuzzification Process are the elemental components within the examination of FDM. Triangular Fuzzy Number comprises values m1, m2, and m3, where m1 is the smallest value, m2 is the foremost conceivable worth and m3 represents the highest esteem. The three values in this Triangular Fuzzy Number appear in the triangular min chart against the triangular value (Figure 3). Within the Triangular Fuzzy Number stage, two conditions ought to be taken after choosing the acceptance of a component that's inspected by the expert agreement: (1) condition incorporates the limit/threshold value (d) and; (2) besides, the condition is the rate of the expert group for a component. The determination of edge value (d) depends on the predetermined equation. Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 150 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Figure 5. Triangle Graph Fuzzy Delphi The defuzzification process refers to choosing the positioning of each construct, component, element, issue, variable, and sub-variable found within the investigation. This process aims to empower the analyst/researcher to see the vital factors and sub-enabling requirements. It seeks to choose the ranking and needs of each component being examined. This positioning stage will offer assistance to make information based on the wants dependent on the expert agreement that serves as the research respondent. Defuzzification must get confirmation from the expert group on each component. This condition uses the median value of the median, which should be known as the alpha-cut (-cut) value used. Three equations can be used within the defuzzification process. Researchers can choose any of these three equations to determine the positioning in their studies, specifically: (1) Amax = 1/3 * (a1 + am + a2), (2) Amax = 1/4 * (a1 + 2am + a2), and (3) Amax = 1/6 * (a1 + 4am + a2). The revelations got utilizing the FDM approach, have to be take after a few methods. Consistance to this strategy is an experimental finding. Implementation and Evaluation Phase a. Sampling and Population of Imple- mentation and Evaluation The UHI E-module produced in phase II was then implemented and evaluation of the e-module. The implementation and evalua- tion phase uses a quasi-experiment design where the school sample is tested by strati- fied random sampling. The implementation and evaluation phase sample are schools chosen based on the core city of Surakarta and the outer of Surakarta city (Figure 4). Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 151 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Figure 6. Student Sample of Implemented and Evaluation b. Instrument of Implementation and Evaluation Individual performance goals are content and context-specific (Soylu et al., 2017). Learning Achievement Theory shows how students are motivated to learn, and different types of motivations lead to different results. Learning is influenced by “individual per- ceptions of their abilities, perspectives on the difficulty of various tasks, and their goals.” The student's approach to learning achieve- ment can be explained by two different theo- ries: coping goal theory and achievement goal theory. In addition, Achievement Goal Theory provides a compelling explanation of how student motivation and motivation in- fluence student learning. Achievement goal theory divides learning motivation into two categories. A coping goal approach in which students seek to acquire skills and a (selfish) goal is to compare their performance to other students (Dawe, 2019). The aims of educa- tion are a set of educational outcomes achieved by students after implementing educational activities. Teachers expect that students succeed in learning a specific thing. Performance needs to be evaluated or meas- ured (Rahayu, 2018). Table 3. The Indicators of Students' Achievement Indicators Indicators Description What is UHI? UHI definition: surface UHI and atmosphere UHI How does UHI Form? UHI influence factors: reduced vegetation, properties of urban material, anthro- pogenic heat. additional factors Why do we need to care about UHI? UHI impacts: energy consumption, air quality, greenhouse gases, and human health and comfort water quality Strategies to reduce UHI Strategies to Reduce UHI: trees and vegetation, green roofs, cool roofs, cool pavements, and heat islands reduction activities Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 152 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Students’ achievement of UHI knowledge is calculated based on indicators on the e-module. Pre-test and post-test ques- tions are made based on indicators and vali- dated in the initial field testing stage (Table 3). Meanwhile, to measure the collaboration of students in this study, it was based on the teamwork instrument by O'neil instrument (Oneil, 2004). The O'neil questionnaire's indicators accordance with the UHI learning e-module, which is participatory learning- based and is done outside the classroom oth- er than in the classroom. The game environ- ment provides a chance to assess critical learning attributes in teams. These incorpo- rate both process and outcome skills for teams. Another form of impact involves the development of social capital among the players. Referring explanation before, this study assumed that collaboration skills could measure with teamwork skills. O'Neil stated that teamwork track or skills affect how compelling an individual part will be a significant aspect of a group and are domain-independent group skills. Teamwork skills envelop adaptability, coor- dination, cooperation, and communication. Effective teams create capability along both tracks. Effective teams have the basic skills required for the assignment and know how to organize their activities, communicate with one another, and respond adequately to changing conditions (Fiore et al., 2017; O’Neil, 1995). Teamwork skills measure- ment refers to the “Assessment in Team games” developed by O'Neil. The game en- vironment gives a chance to assess the key attributes of team learning. These incorporate both process and outcome skills for teams. Another type of effect involves the im- provement of social capital among the play- ers(O’Neil, Chuang, & Chung, 2003). O'Neil divided the team works skills into six catego- ries, namely: (a) adaptability in perceiving issues and reacting appropriately, (b) coordi- nation in arranging team activities to finish a task on time, (c) decision making utilizing available information to make decisions, (d) interpersonal interacting cooperatively with other team members, (e) leadership giving guidance for the team, and (f) communica- tion the general exchange of clear and accu- rate information. This study uses the ques- tionnaire on the O'Neil collaboration skills (Table 4). Table 4. The Indicators of Students' Collaboration Indicators Indicators Discription Adaptability perceiving issues and reacting appropriately Coordination arranging team activities to finish a task on time decision making utilizing available information to make decisions interpersonal interacting cooperatively with other team members leadership giving guidance to the team communication generally an exchange of clear and accurate information c. Collecting Data Procedure of Imple- mentation and Evaluation Implementing the UHI e-module re- quires the involvement of the class teacher in the control class and experiment class in the school, which choosing as a sample. The method of this phase is a quasi-experiment to estimate the causal impact of the UHI e- module on the collaboration skills of school students in Surakarta. d. Technical Data Analysis of Implemen- tation and Evaluation The implementation and evaluation stage uses experimental and quasi- experimental research designs to examine the relationship between the UHI E-module stu- Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 153 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta dents' collaboration skills. Experimental and quasi-experimental research designs deter- mine whether there is a causal relationship between independent and dependent varia- bles. This study uses a Quasi-experimental design in the implementation and develop- ment stage. This stage aims to measure the UHI e-module on treatment groups com- pared to control groups that don't use the UHI e-module on Climate Global competen- cy learning. Using a Quasi-experimental de- sign was based on choosing the samples from the available classes without randomly choosing respondents. It can only use a sam- ple consisting of students without interrup- tion or restructuring the students in the class. In this quasi-experimental study, the pre-post test design of the group (non-equivalent groups pre-post tests design). This design contains two groups of respondents who were not selected randomly. It is difficult to select random samples to represent experi- ment groups and group control because it cannot change gender, race, achievement, and student position in the classroom (Table 5). Table 5. The Pre-test and Post-test Design Groups Pre-test Treatment Post-test Experiments Control O1 O2 X - O2 O2 Noted: O = Observation whether pre-test or post-test, X = UHI E-module treatment, – = without UHI E-module treatment Hypothesis testing using t-test and ANOVA. The T-test is used to test the mean score of students 'achievement of pre-post tests in each group, while ANOVA compares students' collaboration skills between the experiment and control group. 4. Conclusion The goodness of design and development research on the e-module of UHI are: 1. the UHI e-module developed from the UHI e-module by EPA “Reducing UHIs: Compendium of Strategies UHI Basic.” EPA is one of the pioneering agencies that were become the world's reference to the UHI phenomenon. 2. Based on the Indonesia syllabus of Senior High School, the UHI e-module enriches geography subject in the basic competencies of the atmospheric dynamics on indicators of the impact of global climate change and research on climate and its utilization. The UHI e-module is developed based on the real phenomenon around the students and encourages the students in active learning through collaboration. (3) Development of the UHI e-module based on the DRR approach has stages clearly and orderly. (4) The development of the UHI e-module involves the UHI experts, and learning media resulted in high validation. (5) The development of the UHI e-module based on an effectiveness test and statistical test resulted in an implementation e-module for students. The weakness of this study is: (1) There was not yet teaching-learning material on UHI for school students in Indonesia, which caused the lack of reference; (2) This study should be careful to choose both experts on UHI leaning media experts. 5. References Ackoff, R. L. (1953). The Design of Social Research. Chicago: University of Chicago Press. Akker, J. Van Den. (1999). Principles and Methods of Development Research. In Design Approaches and Tools in Education and Training. Kluwer Academic Publisher. Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 154 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta Azis, H. (2021). Effectiveness of E-Module Based on Integrated Project Based Learning Model Ethno-STEM Approach on Smartphones for Student Senior High School Grade XI. International Journal of Progressive Sciences and Technologies (IJPSAT, 30(1), 273–279. Buchin, O., Hoelscher, M. T., Meier, F., Nehls, T., & Ziegler, F. (2016). Evaluation of the health-risk reduction potential of countermeasures to urban heat islands. Energy and Buildings, 114, 27–37. https://doi.org/10.1016/j.enbuild.2015.0 6.038 Dawe, H. (2019). Learning achievement goal theory and teaching students legal problem solving. Law Teacher, 00(00), 1–12. https://doi.org/10.1080/03069400.2019. 1657733 de Groot-Reichwein, M. A. M., van Lammeren, R. J. A., Goosen, H., Koekoek, A., Bregt, A. K., & Vellinga, P. (2018). Urban heat indicator map for climate adaptation planning. Mitigation and Adaptation Strategies for Global Change, 23(2), 169–185. https://doi.org/10.1007/s11027-015- 9669-5 Etikan, I. (2017). Sampling and Sampling Methods. Biometrics & Biostatistics International Journal, 5(6). https://doi.org/10.15406/bbij.2017.05.00 149 Fiore, S. M., Graesser, A., Greiff, S., Griffin, P., Gong, B., Kyllonen, P., … von Davier, A. (2017). Collaborative Problem Solving: Considerations for the National Assessment of Educational Progress. Proceedings of the 17th ACM Conference on Computer Supported Cooperative Work & Social Computing - CSCW ’14. https://doi.org/10.1145/2531602.253169 0 Fitriansyah, R., Fatinah, L., & Syahril, M. (2020). Critical Review: Professional Development Programs to Face Open Educational Resources in Indonesia. Indonesian Journal on Learning and Advanced Education (IJOLAE), 2(2), 109–119. https://doi.org/10.23917/ijolae.v2i2.966 2 Gall, M. D., Gall, J. P., & Borg, W. R. (1983). Educational Research An Introduction (Seventh Ed; A. E. Burvikovs, ed.). New York: Pearson Education. Gustria, A., & Fauzi, A. (2020). Efektifitas E-Modul Pembelajaran Fisika Berbasis STEM Education Terintegrasi Materi Perubahan Iklim terhadap Kompetensi Peserta Didik. Jurnal Pendidikan Fisika, 9(2), 105–111. Heaviside, C., Macintyre, H., & Vardoulakis, S. (2017). The Urban Heat Island: Implications for Health in a Changing Environment. Current Environmental Health Reports, 4(3), 296–305. https://doi.org/10.1007/s40572-017- 0150-3 Ilmi, R., Arnawa, I. M., Yerizon, & Bakar, N. N. (2021). Development of an Android-Based for Math E-Module by using Adobe Flash Professional CS6 for Grade X Students of Senior High School. Journal of Physics: Conference Series, 1742(1). https://doi.org/10.1088/1742- 6596/1742/1/012026 Irwansyah, F. S., Lubab, I., Farida, I., & Ramdhani, M. A. (2017). Designing Interactive Electronic Module in Chemistry Lessons. Journal of Physics: Conference Series, 895(1). https://doi.org/10.1088/1742- 6596/895/1/012009 Istuningsih, W., Baedhowi, & Sangka, K. B. (2018). The Use of Electronic Modules For Learning Effectiveness. Ijere, 03(03), 75–85. Jiang, B., & Yao, X. (2010). Geospatial Analysis and Modeling of Urban Structure and Dynamics: An Overview. GeoJournal Library, 99(January 2015), 3–11. https://doi.org/10.1007/978-90- 481-8572-6_1 Lee, K., Kim, Y., Sung, H. C., Jang, R., Ryu, Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 155 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta J., & Jeon, S. W. (2020). Trend analysis of urban heat island intensity according to urban area change in Asian megacities. 40th Asian Conference on Remote Sensing, ACRS 2019: Progress of Remote Sensing Technology for Smart Future. Lin, K.-Y., Yu, K.-C., Hsiao, H.-S., Chu, Y.- H., Chang, Y.-S., & Chien, Y.-H. (2015). Design of an assessment system for collaborative problem-solving in STEM education. Journal of Computers in Education, 2(3), 301–322. https://doi.org/10.1007/s40692-015- 0038-x M. D. Gall, J. P. G. and W. R. B. (2003). Educational Research: An Introduction. New York: Longman. Maria, B. A.-, Ionut, D. M., Iasmina, K. A., Ștefana, B., Stelian, M., & Gabriela, P. (2016). Urban heat island - state of the art review. (November). Masumoto, keiko. (2015). Urban Heat Islands. In Environmental Indicators (pp. 1–1068). https://doi.org/10.1007/978-94-017- 9499-2 Mohajerani, A., Bakaric, J., & Jeffrey- Bailey, T. (2017). The urban heat island effect, its causes, and mitigation, with reference to the thermal properties of asphalt concrete. Journal of Environmental Management, 197, 522– 538. https://doi.org/10.1016/j.jenvman.2017.0 3.095 Musa, S. I., Hashim, M., & Reba, M. N. M. (2017). A review of geospatial-based urban growth models and modelling initiatives. Geocarto International, 32(8), 813–833. https://doi.org/10.1080/10106049.2016. 1213891 Mustari, M., Marwoto, P., Iswari, R. S., Ginanjar, F. A., & Anjelinar, Y. (2020). Development of physics practicum module based on collaborative teamwork learning model. Journal of Physics: Conference Series, 1572(1). https://doi.org/10.1088/1742- 6596/1572/1/012018 O’Neil, H. F. (1995). Measurement of Teamwork Process Using Computer Simulation. Los Angeles: National Center for Research on Evaluation, Standards, and Student Testing (CRESST) Graduate School of Education & Information Studies University of California, Los Angeles Los. O’Neil, H. F., Chuang, S. H., & Chung, G. K. W. K. (2003). Issues in the computer- based assessment of collaborative problem solving. Assessment in Education: Principles, Policy and Practice, 10(3), 361–373. https://doi.org/10.1080/0969594032000 148190 Oneil, H. F. Final report : Assessment in team Games. , (2004). Rahayu, A. (2018). The Analysis of Students’ Cognitive Ability Based on Assesments of the Revised Bloom’s Taxonomy on Statistic Materials. European Journal of Multidisciplinary Studies, 7(2), 80. https://doi.org/10.26417/ejms.v7i2.p80- 85 Rahi, S. (2017). Research Design and Methods: A Systematic Review of Research Paradigms, Sampling Issues and Instruments Development. International Journal of Economics & Management Sciences, 06(02). https://doi.org/10.4172/2162- 6359.1000403 Rau, M. A., Bowman, H. E., & Moore, J. W. (2017). An adaptive collaboration script for learning with multiple visual representations in chemistry. Computers and Education, 109, 38–55. https://doi.org/10.1016/j.compedu.2017. 02.006 Rejab, M. M., Azmi, N. F. M., & Chuprat, S. (2019). Fuzzy Delphi Method for evaluating HyTEE model (hybrid software change management tool with test effort estimation). International Journal of Advanced Computer Science and Applications, 10(4), 529–535. Indonesian Journal on Learning and Advanced Education (IJOLAE)| p-ISSN 2655-920x, e-ISSN 2656-2804 Vol. 4 (2) (2022) 140-156 156 The Methodology of Developing the Urban Heat Island e-Module on the Achievements and Collaboration Skills of High School Students in Surakarta https://doi.org/10.14569/ijacsa.2019.010 0465 Richey, R. C., & Klein, J. D. (2014). Design and development research. Handbook of Research on Educational Communications and Technology: Fourth Edition, 141–150. https://doi.org/10.1007/978-1-4614- 3185-5_12 Saputri, A., Sukirno, S., Kurniawan, H., & Probowasito, T. (2020). Developing Android Game-Based Learning Media “Go Accounting” in Accounting Learning. Indonesian Journal on Learning and Advanced Education (IJOLAE), 2(2), 91–99. https://doi.org/10.23917/ijolae.v2i2.999 8 Sendari, S., Ratnaningrum, R. D., Ningrum, M. L., Rahmawati, Y., Rahmawati, H., Matsumoto, T., & Rachman, I. (2019). Developing e-module of environmental health for gaining environmental hygiene awareness. IOP Conference Series: Earth and Environmental Science, 245(1). https://doi.org/10.1088/1755- 1315/245/1/012023 Sitorus, D. S., Siswandari, & Kristiani. (2019). The effectiveness of accounting E-module integrated with character value to improve students’ learning outcomes and honesty. Cakrawala Pendidikan, 38(1), 120–129. https://doi.org/10.21831/cp.v38i1.20878 Soylu, M. Y., Zeleny, M. G., Zhao, R., Bruning, R. H., Dempsey, M. S., & Kauffman, D. F. (2017). Secondary Students ’ Writing Achievement Goals : Assessing the Mediating Effects of Mastery and Performance Goals on Writing Self-Efficacy , Affect , and Writing Achievement. 8(August), 1–11. https://doi.org/10.3389/fpsyg.2017.0140 6 Suwatra, W., Suyatna, A., & Rosidin, U. (2018). Development of Interactive E- Module for Global Warming to Grow of Critical Thinking Skills. International Journal of Advanced Engineering, Management and Science, 4(7), 543– 549. https://doi.org/10.22161/ijaems.4.7.7 Utomo, A. P., Hasanah, L., Hariyadi, S., Narulita, E., Suratno, & Umamah, N. (2020). The effectiveness of steam- based biotechnology module equipped with flash animation for biology learning in high school. International Journal of Instruction, 13(2), 463–476. https://doi.org/10.29333/iji.2020.13232a Wang, K., Aktas, Y. D., Stocker, J., Carruthers, D., Hunt, J., & Malki- Epshtein, L. (2019). Urban heat island modelling of a tropical city: Case of kuala lumpur. Geoscience Letters, 6(1), 1–11. https://doi.org/10.1186/s40562- 019-0134-2