MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION LE1 – CRITICAL REVIEW PAPER This exercise aims to evaluate your abilities to review critically at least 5 quantitative research articles/literature in educational management. You will choose only one from the identified published research papers/articles. You will be expected to read the article carefully and write a brief report (up to 1500 words). The review should provide a straightforward synthesis of research gaps to support the writing of a research proposal. The report should critically evaluate the study's objectives, methods, results, and conclusions. To help you, here is a checklist that closely follows the format of a scientific report which is conventionally divided into the following sections: a short (usually 250 words) Abstract or Summary, Introduction, Methods and Materials, Results, Discussion, Conclusion, Recommendation, and a list of References was provided. LE1 – CRITICAL REVIEW PAPER NO.1 Name of the Reviewer: LOVEME C. SALINAS Title of the Paper to be reviewed: Transparency and Accountability of Managing School Financial Resources Date Reviewed: Parts of the Article/Paper Abstract/Summary April 25, 2023 Critique/Review The study aimed at determining the levels of accountability and transparency of school heads and finance staff in managing public schools’ finances in the Schools Division of Nueva Ecija, Jaen South District in the Philippinesto. But the objective stated in this section was only to know the behaviour of school heads in managing financial resources in their school using the parameters of transparency and accountability which the researcher failed to mention. The information stated in this section was quite inadequate for some of the data used in the said study were not specified such as the profile of participants which includes their age, level of public schools to be studied, the type of research method being used and the behaviour and best practices of school heads that have been performed in managing financial resources. The term finance staffs were also not specifically explained as to whoever the participants will be involved. It was not also clearly emphasized in this section the result on the level of the transparency and accountability of school head and finance staff in managing school finances but only the challenges that the participants encountered that impedes in having effective utilization of financial resources. Result of the study based from the targeted objective of the research was not clearly given emphasis so that readers can able to determine its relevance. Although the author was able to give a simple idea on the importance of transparency and accountability in managing financial resources, it is not so comprehensible enough for there were some keywords used that were not given emphasis for a deeper MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Introduction Literature Review understanding on the study such as financial resources and management. In this section the author gave emphasis on the significance of transparency and accountability in managing financial resources by giving coherent definitions in each word. They also gave examples on school financial management that were used as supported funds in public schools for school operations like MOOE, SBM,PTA SEF, and SBRMS. It was only explained the essence of the said funds but the authors were not able to state a brief explanation of its legality, significance and how it will be spent. The author also cited Legal basis like Article II of the Philippine Constitution and Republic act no. 9155 in accordance with the study to signify vitality of the transparency and accountability. Here, the authors also included the conceptual and theoretical framework and have explained its connectivity but the model in theoretical framework was not shown. Also, conceptual framework does not show as what would be the process in conducting the said study. It was also stated in this part the objective of the study and has stated its null hypothesis. The authors also cited that Philippine educational system is one of the most corrupt agencies and how this action has been handled and taken into account by the Department of Education by presenting a DepEd Order that will substantiate the given situation. Moreover, the authors have explained their intention in filling the gaps in financial management and resources for useful inputs of school heads. The authors begin their statement on transparency and accountability with a brief review of literature. Then they added another statement to support and give deeper understanding about accountability wherein it encompasses “answerability” and “enforceability” which in manner will be used to answer accountability in finances. The researchers also review literature on the components of financial accountability such as budgeting, accounting, procurement and asset management that were stressed mostly by various authors which was further used and applied in this study as parameters for accountability and transparency but was not clearly defined the significance on each components.. As for the clear understanding for transparency, its importance has been cited by various authors to motivate ethical awareness among individuals or in an organization. The authors also pointed out one of the main causes on the importance of having transparency and accountability in managing financial resources based on the literature review cited by Reyes Jr., 2007 about corruption in Philippine basic educational system as one of the agencies that MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Methodology Results and Discussions ineffective in controlling graft and corruption. It was also supported by the literature about the non-liquidated cash advances as reported by the COA which lead in the Department to take actions and strengthens campaign as response on the said matter. Through these existing literature reviews, the authors were looking to fill the gaps in managing financial resources especially in secondary schools in the country will become efficient useful in practice. It has been stated that the researchers used to employ quantitative research for the conduct of this study. The respondents of the said research were school heads, finance staff, faculty presidents and PTA Presidents which composed of 13 public elementary schools. They have used sampling method for this study. A self -constructed survey questionnaire which said to be validated has been used wherein two sets of questionnaires were prepared for school heads and finance staff and another for the faculty presidents and PTA presidents. Data were objectively gathered through statistics and numbers in line with school financial accountability and transparency. The researchers stated that the use of the said method is a guide to test their hypothesis through number based result. Details of the said study on the process of how it was conducted has not been stated such as the mode in answering the said survey questionnaires if it would be answered through giving it individually or through social media platforms. It was not also mentioned as to what type of survey questionnaire to be used. The reliability on the questionnaire was not been mentioned. Statistical procedures was also not been given emphasis. They also fail to show the sample of their survey questionnaires as basis in knowing what question falls under each parameters in transparency and accountability. The researcher presented the statement by stating that the age and experiences of school heads and finance staff that belonged to ages 41 and above played as factor in managing financial resources because of its familiarity. It has discussed profile of the respondents like their educational background and trainings or orientations they have attended during the years of their service which are in maximum of 6 trainings only for more than 15 years. In here, the researchers presented the table on the level of accountability and transparency of school resources with its parameters. As shown in their tables, it was only reflected the result on the level of managing school finances based on the mean response of the respondents to the parameters in accountability and transparency. It was also not shown how they were able to gather the data of respondents when it comes to the challenges and best practices MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Conclusions and Recommendations References experienced and performed by the school heads and finance staff or the process on how it was identified. However, the result of the study met the researcher’s objectives and they have discussed the result of the data based only on what they have gathered although there were some results that were vague to understand because there was no clear model on how it was identified and processed. The researchers have concluded their study based on the objective that they targeted to accomplish and the findings of the study based on the data gathered. They were able to level of transparency and accountability of their respondents, the best practices of schools in relation to financial resource management and were able to prove their hypothesis on the study. There was a clear statement in explaining their conclusions and alignment to its result. Trainings and seminars have been concluded that needs to be provided by the school and the department not only for professional development in terms of handling school finances but it also said to be the lowest mean response from the result of the data being gathered. Their recommendations would contribute for the Department, schools and teachers not only school heads to really strengthen and practice those theories that would help to develop familiarity and strategy in managing financial resources. It was also then recommended on addressing challenges faced in managing school finances such as revisiting of MOOE funds. Also, they have suggested that DepEd must take into consideration the socio- demographic profile of the school heads and finance staff. Their conclusions and recommendations merely suggested in intensifying principles of accountability and transparency in schools to govern them into making financial management efficient and deviate from corruptions. The study was able to show the list of references they have used and referred to and arranged it in alphabetical manner. They were also able to include the cite of their own publication as reference for future use. The study they have conducted can be of great help especially for those school managers to become more vigilant and be more effective in managing resources to the schools that they were handling. Also, with the help of the list of references that they have used in substantiating their study they can provide better reviews and results aside from the study they have conducted for future researches that are aiming to fill the other concerned gaps in managing financial resources. The references of essential citations base on the alphabetical arrangement topics are MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION focus on Policy and Public Management, Public Administration and Development, Transparenting transparency: initial empirics and policy applications, Transparency as a Human Right, Transparency and accountability in the Philippine local government, Robbed: an investigation of corruption in the Philippine education, Stealing from public schools, Accountability and transparency: a nuanced response to Etzioni’, Transparency and accountability in local government: Levels of commitment of municipal councilors in Bongabon in the Philippines, Journal of Public Administration and Governance, Reinventing accountability: Making democracy work for human development, Financial accounting. International Financial Reporting Standards, Financial accounting. International Financial Reporting Standards, Republic Act No. 9155. An Act Instituting A Frame Work Of Governance For Basic Education, Establishing Authority And Accountability, Renaming The Department Of Education, Culture And Sports As The Department Of Education, And For Other Purposes, Republic Act No. 9155, Stakeholder perception of transparency, participation, and accountability of school financial management, and the journal of Corruption and policy implementation in the Philippines: a comparative analysis of the teacher training and textbook delivery programs. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION LE1 – CRITICAL REVIEW PAPER NO.2 Name of the Reviewer: LOVEME C. SALINAS Title of the Paper to be reviewed: Utilization of Financial Resources and Development of School Facilities and Services for Students and Teachers of Esperanza National High School Date Reviewed: Parts of the Article/Paper Abstract/Summary Introduction April 26, 2023 Critique/Review In this section, it has been observed that the researcher gave a coherent discussion about their study. What they have used and presented that the reader must know on their study were clearly indicated. The objective of the study was clearly stated by the researcher about the impact of the utilization of financial resources on the development of school facilities and services for students and teachers. They have stated the type of research design that they have used which was the descriptive correlational. They were able to state the respondents of the study and explained how they were very helpful in realizing the research. The result of the study has also been revealed and has stated those financial resources that have been used for school operations that would aid students and teachers need. They were able to give an idea for the readers and other researchers what to expect on their study because they have given the important information used as variables in their study. It has also been summarized in this section about the important involvement of those identified dependent variables in the study like the school heads, teachers, PTA officers, SGC and stakeholders and how they play significantly on the planning and implementation of budget and funds acquired. Although there were keywords used in this section that were never given simple definition by the author such as financial resources and school facilities and services and its implication on the conduct of the study the researchers still were able to give clear overview on the study that they have conducted. In this section they have able to give the significance of financial resources in school. They have stated the independent variables used in their research and were able to reflect it on some identified legal bases such the Republic Act 9485 which is also known as “Anti –Red Tape Act of 2007” and Presidential Decree No. 1445 which was very important to substantiate their study. They really give emphasis on the importance of utilizing resources and have mentioned some measures to improve state of financial resources within the school and how school leaders impacted the MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Literature Review success on the effectiveness of the utilization in resources. As what the researchers have stated about their statement on “a quality education is the need of modern societies “it made their study interestingly valuable because they just delivered a message that poor learning experiences of learners and school development does not only because on the lack of curriculum framework or ineffective teaching practices and approaches but it also include the mismanagement of school resources as cited by Manasan and Castle (2009). That “discipline” must be exercised in dealing financial decisions which school leaders must need to exercise. It was also been given emphasis by the researchers the role of MOOE and SEF in addressing school needs and finances by siting examples that would able us to know what covers the mentioned funds in developing school, teachers and learners. In this, the researchers had able to give adequate and logical information to help readers understand the purpose of their study and its goal why they also aimed to involve stakeholders in the research study. The authors of this study were able to use review of literature that helped them provide adequate background information on the importance of their research. They have used factual statements that were relatable in the research and that circulates in the department that would help us analyse and reflect on knowing its importance through the use of siting numerous DepEd orders and other legal bases. Using these orders and legalities really contributed in making their study relatable, reliable and informative. They have able to support their ideas and connected it to some author’s views that made their study understandable. It has been observed that review literatures cited were updated and some were not. It was quite systematic when it comes to interconnecting the ideas that their study aims to convey but there were some DepEd orders used that were not explained thoroughly or given any brief discussion about the said order. Moreover, the researchers were able to relate an educational trend that was quite helpful in providing precise definition and comprehending the data from their investigation. Most of the literature review used have supported the statement of their ideas but it would be better if there were at least some trends have been provided for deepening the understanding on the importance of the study and that their opinions have been more strongly reinforced by other author’s viewpoints to be more substantial. However, the authors have successfully used literature in making their study significantly important especially on this new normal situation that we are adapting in our educational system. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Methodology Results and Discussions It has been stated that the researchers used to employ a descriptive correlational research design that appraised carefully the worthiness of the variables involved. The types of respondents of the said research were teachers, SSG Officers, Class Mayors, Student Athletes, PTA Officers, Disbursing Offer, Bookkeeper, Supply Officer, and Local School Board. They have used sampling method for this study. To gather information, the researchers used a researcher-made questionnaire to obtain the relevant data needed in the study. The first part of the research questionnaire elicited the extent of the utilization of MOOE that subdivided into eleven (11) clearly stated indicators. There are five (5) composed indicators in the part solicited the extent of the utilization of the SEF that clearly stated also in the second part. The third part determined the level of development of school facilities with six (6) indicators that also mentioned in the research and the last part described the level of development of services for students and teachers with 5 indicators that also be seen in this study. This research was approved by the Basic Education Research Fund (BERF) for its implementation, validation of research instrument was secured. After getting the approval of the of the Division Office of DepEd-Sultan Kudarat the researcher conducted the orientation of respondents with online distribution of the research instrument. It also declared that weighted mean and inferential statistics like as Pearson r were employed. The responses of the respondents in the utilization of financial resources for each question were analyzed using 5-point Likert Scale with description. According to the finding, the expenses for utilities and communications for the improvement got highest mean. It emphasizes that the school was very well evident or were paid on time and no delay of payment of expenses was observe. On other hand due to this COVID-19 there were only minor school repair, small capital expenditures and rental and minor repair tools and equipment only acquired. As an overall result, in utilization of maintenance and other operation Expenses (MOOE) described that the school effectively manage, expended or utilized the MOOE or legally utilize the said resources. In utilization of Special Education fund (SEF) shown high extent. It tells that SEF was benefited by both the teachers and students to deliver quality education. Under the utilization of Special Education fund (SEF) construction and repair of school buildings was obtained. This means that school allocated enough budget to accommodate increasing number of students for construction and repair of makeshift buildings. Also shown that purchasing of books and MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Conclusions and Recommendations References periodicals in SEF was utilized as supplementary learning materials. However, the materials are not enough to accommodate huge number of students. Education research was among the last priorities of the school under SEF. The teachers were aware that there was budget for the education research from SEF, they were not yet motivated to conduct action research to answer social issues affecting students’ performance and behaviors. The researcher had concluded the study based on the objective that targeted to accomplish and the findings of the study based on the data gathered. There was a clear statement in explaining their conclusions and alignment to its result. The researcher shows her finding that the MOOE, SEF and other financial and services was well implemented and the development it has given to the school facilities and services for students and teachers were very satisfactory. The effective utilization of MOOE increase the positive perceptions of the respondents about the welfare and development of school facilities and services for students and teachers in terms of academic achievement and other school performance indicators. The study was able to show the list of references they have used and referred to and arrange them in an alphabetical manner. They were also able to include the citation of an international journal as a reference for upcoming use. The study they have conducted also referred to DepEd Orders and Republic Acts that support the needs of the study. such: Guidelines on the School-to-School Partnerships for Fiscal Year 2016, Revised guidelines on the use of the special education fund, Implementing Guidelines on the Direct Release and Use of Maintenance and Other Operating Expenses, Allocations of schools, including other funds managed by schools, Allocations of schools, including other funds managed by schools, Creating a Special Education Fund, act to improve efficiency in the delivery of government service to the public by reducing bureaucratic red tape, preventing graft and corruption, and providing penalties therefor, Act Instituting a Framework of Governance for Basic Education, Local Government Code of 1991., (Republic Act 4160, Republic Act 5447, Republic Act No. 9485, Republic Act No. 9485, Republic Act No. 7160) so the citations are really related to the study. Also, with the help of the list of references that they have used in validating their study, they can deliver well-reviews and results aside from the study they have led for forthcoming research that is pointing to filling the other concerned gaps in managing financial resources. All the references were essentials to support the study. It drives the MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION study to attained the support that ask for the improvement and eye the concept for the accurate result. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION LE1 – CRITICAL REVIEW PAPER NO.3 Name of the Reviewer: LOVEME C. SALINAS Title of the Paper to be reviewed: Efficiency of Public School Heads in Managing School Finances in the Context of a Developing Country Date Reviewed: Parts of the Article/Paper Abstract/Summary Introduction Literature Review April 27, 2023 Critique/Review The study designed at determining the profile of school heads, their management of the Maintenance Operating School finances of the 133 school heads of Department of Education Division of Misamis Oriental through survey questionnaires in non-central Schools that had 67%. In this study the results revealed that the school head participants are in 40’s, mostly female in managing. The objective is to see how the school heads achieve in their most important functions that can be seen in the study. However, the result of the study revealed an apparent lack of efficiency because of work-overload and inadequate knowledge on the provisions of pertinent laws of the Philippines and its implementation. The School heads must upskill their competence as financial managers and upgrade their ability to implement RA 9174. The author expresses how managing funds is important as one of the major tasks of a principal or school heads. Because the success of any school program depends very much on the way financial resources are managed. Base on the referred information, the reason why efficient fund managing is important that schools can raise funds, have government grants, proceeds from school activities, community efforts, and endowment funds by Bua and Adzongo (2000). Clearly stated that the School head is the chief accounting officer of the school board for the control and use of school funds by Motsamai, et al (2011). It also mentioned with the passage of RA 9155, the School-Based Management (SBM) was implemented as a governance framework of the DepEd. The author of this study were able to use review of literature of previous research that essential in the provide passable contextual evidence on the status of her research. She have used truthful statements that were relatable in the research and that circulates in the department that would help to investigate and replicate on knowing its importance through the use of siting numerous DepEd orders and other legal bases. By the use of these orders and legalities really contributed in making their study relevant, dependable and MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION useful. To go deeper the study, the author provided ideas, authenticities that powerfully strengthened the research. Methodology Results and Discussions The descriptive research design was used to determine the financial management policy and practices of purposively sampled public school heads in the Philippines. Moreover, the data were obtained in 2014 from 133 school head of the division of Misamis Oriental through survey questionnaires. The results of this study cannot be generalized to the larger population since purposive sampling was used and the validation of the participants’ assessment is part of the limitation of the study. With regards, the author used presentation of data using graphs to display the percentage accordingly. The author shows the statistical procedures in percent distribution of school heads by age and by sex, as well as the percent distribution of School heads by types of school, school heads’ profile in terms of Number of years as School head and School heads’ Profile in terms of MOOE Allotment per month. The author also present the table of School Head’s Selfassessment of their Efficiency in Managing School Finances. The table consist of the following factors: Prepares a financial management plan, Develops a school budget which is consistent with SIP/AIP, Generates and mobilizes financial resources, Manages school resources in accordance with DepEd policies and accounting and auditing rules and regulations and other pertinent guidelines, Accepts donations, gifts, bequests and grants in accordance with RA 9155, Accepts donations, gifts, bequests and grants in accordance with RA 9155, Manages a process for the registration, maintenance and replacement of school assets and dispositions on non reusable properties, Organizes a procurement committee and ensures that the official procurement process is followed, Utilizes funds for approved school programs and projects as reflected in SIP / AI, Monitors utilization, recording and reporting of funds, Accounts for school funds, Accounts for school funds and Prepares financial reports and submits, communicates the same to higher education authorities and other education partners. In the given first figure the profile of the school heads in terms of age and data show that 4% are between the ages of 31-35 and 36 to 40 years old while 25% are in the age bracket 41-45 years old, 17% are 46 to 50 years old, 10% are 51-55 and 56-60 years old and only about 4% are 61-65 years old. This implies that one in four school heads are in their 40s. According to the author’s presentation and explanation the certain years of MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Conclusions and Recommendations service, relevant experience, educational qualification and outstanding performance are required before a teacher can move up to qualify for a promotion. In the discussion portion of the study the author presents that half of school heads are female and 28 percents are male while 22 percent did not respond to this item. This result still affects the entire study. Since the 22 percent consider as no response. In the given figure 5, it shown the percent of head teachers that received MOOE. The MOOE allotted to each school is dependent on the size of enrolment. In the table of School heads’ Self-assessment of their Efficiency in Managing School finances result of the author, imply that school heads are not fully equipped with skills needed to manage school finances. Because none find themselves efficient in monitoring utilization, recording, and reporting of funds. With regard to the number of years as school head, Figure 4 of this research shows that: 21.80% have 1-3 years, 22.60% have 4-6 years, 14.30% have 7-9 years, 8.30% have 10-12 years, 6.80% have 13-15 years, 4.50% have 16-18 years and 12.80% have 19 years. Six percent have less than three years as school heads. Four or 3.00% did not respond to this item. This implies that a greater percentage of the respondents have only about 1 to 6 years of experience as school heads. In the School Heads’ Self-assessment of their Efficiency in Managing School Finances. The result shows that 8% efficient in managing a process for the registration, maintenance, and replacement of school assets and dispositions on non-reusable properties; 75% efficient in organizing a procurement committee and ensures that the official procurement process is followed; 50% efficient in utilizing funds for approved school programs and projects as reflected in SIP/AIP; none find themselves efficient in monitoring utilization, recording, and reporting of funds; 17% are efficient in accounting for school funds; and 33% are efficient in preparing financial reports and submits and communicates the same to higher education authorities and other education partners. These results imply that school heads are not fully equipped with skills needed to manage school finances. This study concludes that one of the most important functions of school heads is their role as financial managers. As such they generate and mobilize financial resources; prepare financial reports and submit and communicate the same to higher authorities and partners; accept donations, gifts, bequests and grants in accordance with RA 9155 and accounts for school funds; and manage registration, maintenance and replacement of school assets and dispositions on non-reusable properties. The duty of School heads is not merely MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION References collecting the finances but to tool with proper documentation of reports. To record with transparency, recording of in-and out-going financial matters. That’s why the results of the study revealed an apparent lack of efficiency, for some, in managing school finances due to several factors. These factors could include work-overload and inadequate knowledge on the provisions of pertinent laws of the Philippines and its implementation. There is then a need to upskill school heads’ competence as financial managers and upgrade their ability to implement RA 9184 otherwise known as the Government Procurement Reform Act and RA 9155 or the Basic Education Act through recalling it. The school heads must undergo also a proper training in handling financial matter of schools. This is to eliminate the “inadequate” in imposing some subject for implementation of those substance. So that the function in implementation will continue to drive to the process of being financial manager in school. The study was able to show the list of references they have used and referred to and arrange them in an alphabetical manner. They were also able to include the citation of related articles as a reference for upcoming use. The study they have conducted also referred to school-based management: A structural reform intervention. The citations are really related to the competency needs of principal for effective administration. Also, with the help of the list of references that they have used in validating their study, they can deliver well-reviews and results aside from the study they have led for forthcoming research that is pointing to filling the other concerned gaps in managing financial resources. Impact of financial management on secondary school’s administration was also efficient in the study. Also the study include the circular letter in issuance-accounting of COA. The overcoming sleeplessness: role and workload of secondary school principals was included. How teacher leadership enhances school success. Deped Order No. 60 series 2011 dated August 5, 2011. The dynamic of education reforms in the Philippines basic and higher education sectors. Descriptive research in qualitative and quantitative research journal of education communication and technology. Public school principals’ understanding of their role in financial management and the implementation of finance policy of Doctor dissertation, University of Pretoria; Policy and practice: Financial management in schools-journal of social science in Mafeteng district of Lesotho; the PD 1445 also known as State Audit Code of the Philippines. The author/s provided such references in supporting the study. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION LE1 – CRITICAL REVIEW PAPER NO.4 Name of the Reviewer: LOVEME C. SALINAS Title of the Paper to be reviewed: Financial Management for Effective Schools: Bridging Theory and Practice through Competency Development among Secondary School Principals in Kitui Country, Kenya” Date Reviewed: Parts of the Article/Paper Abstract/Summary Introduction April 28, 2023 Critique/Review The study of the researchers adopted descriptive survey design with both qualitative and quantitative data analysis approaches. Since the study is both eye on the management and finances involve. It involved a census of the principals of the 25 public day secondary schools in Kitui central district Kitui County. Questionnaires were used as the main research instruments. Both descriptive and inferential statistics were used in data analysis. The mean, median, mode and percentages were used to analyze the data in order to meet the objectives of the study. Frequency tables were used to present the data followed by data interpretation and findings. Correlations and Analysis of variance was used to test the relationship between independent and dependent variables. This paper calls for an urgent action to ensure effective and sound financial management in public Secondary schools in Kenya. It is based on a study carried out in Kitui County on the factors influencing how effective the financial management in public secondary schools. The study investigated on three key characteristics of secondary school principals which influenced their financial management. Specifically, the study focused on; (1) the influence of principals’ training on effectiveness of financial management in secondary schools. (2) the influence of principals’ experience on effectiveness of financial management in secondary schools and the influence of principals’ education level on effectiveness of financial management in secondary schools in Kitui central District. The researchers expressed the importance of the influence of the principal training output in execution of managing principle to the level of efficiency of leadership. In this part, the authors emphasize how need to be trained and equip in terms of financial management in a poor school. Because most Principals work in poorly equipped schools in terms of physical facilities. The major challenges facing secondary schools were identified are lack of financial management skills, poor fees payment, high handedness in the management of schools. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Literature Review The day secondary schools are more financially challenged as most of their students come from poor parents who are not able to afford boarding secondary schools leading to poor academic performance (Nyamwea, 2006). In this case, the study is not only focus o how to implement but also how to help the community that the school will never a burden to them. The more contributions, the more the mindset of the parents change upon sending students to school because of financial contribution. In Kitui central District, there are 25 (twenty five) public secondary schools out of which16 (sixteen) are day schools (:2012, DEO Office Kitui Central District, Report). The District is semi-arid with unreliable rainfall which rains twice per year. Majority of the residents are subsistence farmers who grow food crops as well as keeping livestock. Most of the parents who take their children to day secondary schools are unemployed and can’t afford secondary school education. The job of principals now entails effectively handling the financial resources of their schools, which can be utilized to provide support to the less privileged students in their educational institutions. It is their responsibility to ensure that the limited resources are utilized in a practical manner to provide the necessary aid to the needy students. In their research, the authors have successfully utilized a well-researched literature review that provided a thorough understanding of the significance of their study. Their informative statements are highly relevant to the subject matter and have been widely discussed within. The article highlights the various responsibilities and roles that head teachers and principals play in secondary schools. Specifically, head teachers are responsible for mobilizing resources, managing finances, organizing and managing curriculums, motivating and managing teachers and support staff, serving as a secretary to the Board of Governors and Parent Teacher Association, and fostering positive relationships between the school and community. On the other hand, principals take on the crucial role of managing the school and ensuring effective financial management. This requires having leadership skills and financial management competencies, as without these, it can be difficult for principals to effectively fulfill their duties. Overall, the article emphasizes the significance of the head teacher and principal roles in secondary schools and how they contribute to the effective management and operation of the school. Nevertheless, there are some citations from budget as document showing allocation of funds that’s not updated but yet reliable information to support the study. For the specific purposes MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Methodology Results and Discussions within a given time and serves as a tool for planning and controlling the use of scarce resources in the accomplishment of goals (Schick, 1999). The researchers provide attainable objectives on this study. Researchers used both qualitative and quantitative data analysis techniques in their study, which used a descriptive survey methodology. The reason was they use a descriptive survey design in order for them to obtain permanent and precise information concerning the current status of the variables under investigation and generalization from the facts observed. Due of the study's focus on the managerial and financial aspects. It required conducting a census of the 25 public day secondary school principals in Kitui County's core district in Kitui country Kenya, from where 25 principals, 25 deputy principals and 25 Bursars. The primary research tools were questionnaires. Data analysis included both descriptive and inferential statistics. Three sets of questionnaires were used to collect from the three groups of respondents. The researchers also used a pilot study that was used to test the validity of the research instrument and a split-half techniques to measure the reliability. To accomplish the goals of the study, the data were analyzed using the mean, median, mode, and percentages. The data were presented using frequency tables, which were then followed by data analysis and conclusions. The link between the independent and dependent variables was examined using correlations and analysis of variance.The study adopted descriptive survey design with both qualitative and quantitative data analysis approaches. In writing the proposal of this research, the researcher conceptualized the independent, dependent intervening and moderating variables. The researchers aim to become the goal of the study by using instruments that was applicable for this specific field of study. They want to make it sure that the study must be publish with right content that can satisfied the main study. The findings shows that the principals’ training influences financial management to a very large extent and there is a very strong relationship between financial management training and effectiveness of financial management in secondary schools; the experience of a principal is very necessary in financial effectiveness of management and to a large extent the principals’ education level influences effectiveness of financial management the influence of Principals’ financial management on school physical facilities. According to the researchers , the findings in the study are base on a response rate of 84 percent. In the principals’ training influences, principals’ training influences financial management, MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION Conclusions and Recommendations principals’ should be trained on financial management in their table 1, 88.1 percent believed that principals’ training influences financial management was very needed for a school operation of principals. This was followed by the indicated Principals’ training influences budgetary skills to a very large extent and large extent. However the researchers shows that none of the respondents believed that training of principals influences financial management to some extent, little extent and no extent. The researchers also show that the management training and effectiveness of financial management had a high positive relationship between management training and effectiveness of financial management secondary schools. They conclude that there is a significant relationship between management training and effectiveness of financial management secondary schools in Kitui Central District. In the table 3 where the statement stated of the influence of principals experience on effectiveness of financial management secondary schools revealed that the newly appointed principals are not good in financial management to a very large extent. But also told in the result indicated that the experience of a principal is necessary in financial management. The researchers revealed in table 4, that management training and effectiveness of financial management secondary schools had strong relationship. Table 5, shows that although there seem to be general agreement that education level influences financial management it should not be taken to be the only key thing influencing financial management. Table 6 , the researchers revealed that there is a strong positive relationship between principals’ education level and effectiveness of financial management in secondary schools in Kitui central District; however the relationship was not significant. The study recommended that School principals should be trained on financial management so that they can be effective in their financial management. This can be done by holding regular capacity building workshops and seminars which will keep them updated on any emerging issues. Teachers service commission should fix certain experience requirements for promoting teachers to be principals. Before one is appointed to be a principal, they should have served as Head of Department for at least two years then as a Deputy principal for at least one year. The researchers in this study sought to determine the influence of principals’ exposure to management training on effectiveness of financial management in secondary schools in Kitui central District. It was established that majority of the respondents (88.1%) of the respondents indicated that principals’ training influences financial MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION References management to a very large extent and there is a very strong relationship between management training and effectiveness of financial management secondary schools. This agrees with Baraka (2010) who argued that poorly trained Principals in various aspects of mobilizing and handling the school resources coupled with inadequately trained finance department’s subordinate staff has been a problem that bothers most Principals in Kenya in financial management. Despite their poor managerial and leadership training, most Principals work in poorly equipped schools in terms of physical facilities and that is why during the 2011 Kenya Secondary School Principals Association’s (KSSHA) conference held in Mombasa (21st to 26th June 2011). They (researchers) displayed the major challenges facing secondary schools. These are: lack of financial management skills, poor fees payment and high handedness in the management of schools. The researchers recommend to entire Kenya department of education must organize a training for principals, their Deputies and HODs on financial school management. The principals who lave been trained end up being better in financial management (Baraka, 2010). This can be done by holding regular capacity building workshops which will keep them updated on any emerging issues. An part of the recommendation of the researchers, the Teacher’s service commission should fix certain experience requirements for promoting teachers to be principals. Before one is appointed to be a principal, they should have served as Head of Department for at least two years then as a Deputy principal for at least one year. The research team was able to offer a sorted listing of the sources that they had used and identified. They were additionally permitted to cite their own article as a reference for later usage. Particularly, the research they did can be of great use to school managers, helping them to be more cautious and efficient in managing resources for the schools they were in charge of. In addition to the study they done, they may offer better evaluations and findings for future studies that attempt to close additional pertinent gaps in the management of financial resources with the help of the list of references they utilized to back up their study. The references are found from: Institute of policy Analysis and Research of kenya, a review of volume 2 of Inherent concern, Education Research- Access to basic Education in Kenya; Kenyatta University Press of Kenya; Kenyatta University Press; London:Sage Publications, Commonwealth Secretariat, (1996) of London; New York Oxford University Press; New York Oxford University Press; The research team was able to MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION offer a sorted listing of the sources that they had used and identified. They were additionally permitted to cite their own article as a reference for later usage. Particularly, the research they did can be of great use to school managers, helping them to be more cautious and efficient in managing resources for the schools they were in charge of. In addition to the study they done, they may offer better evaluations and findings for future studies that attempt to close additional pertinent gaps in the management of financial resources with the help of the list of references they utilized to back up their study. The references are found from: Institute of Policy Analysis and Research of Kenya, a review of volume 2 of Inherent Concern, Education Research- Access to Basic Education in Kenya; Kenyatta University Press of Kenya; Kenyatta University Press; London: Sage Publications, Commonwealth Secretariat, (1996) of London; New York Oxford University Press; New York Oxford University Press; A handbook of financial management, Nairobi; Kenya Secondary School heads manual, Nairobi, Kitui District Development Plan 19972001. Nairobi, Education Act Cap 11 Laws of Kenya Nairobi, Education Act Cap 11 Laws of Kenya Nairobi, Government printers. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION LE1 – CRITICAL REVIEW PAPER NO.5 Name of the Reviewer: LOVEME C. SALINAS Title of the Paper to be reviewed: Novice rural principals’ successful leadership practices in financial management: Multiple Accountabilities Date Reviewed: Parts of the Article/Paper Abstract/Summary April 29, 2023 Critique/Review The researchers focus on the studies on financial management in South African public Schools and expand recurrent literature. Most have a largely pathologized school leadership and management, and rural schools in particular. Pathologize refers to someone or something abnormal which can be harmful (Verywell Mind, 2022). If we relate that to leadership management, it means there is an abnormality of leadership. This article instead draws from a qualitative case study of success, which examined how five novice principals in a rural setting went beyond the prescriptive administrative requirements to generate contextresponsive and creative ways of managing school finances, working with the parent community, with educational peers and the departmental policies to activate situated relevant governance relations. The data is drawn from interviews and documents produced within the setting. The findings reveal a new set of accountability relations, which counter the ranked relations between schools and the community, or between the department and the rural context. These principals began a trajectory or route of obvious training in financial management to ensure their own and collaborating participants’ clarity and involvement in a participative management approach. Whereas the school-formulated policies serve as a backdrop to the terms of operations, these principals generate multiple accountabilities in their role as chief financial officers. The study recognizes vertical, horizontal, and MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION downward accountabilities, which are underpinned by self-driven motivation, moral integrity, and social developmental responsibilities. Rather than being a pathological problem, school financial management offers policy and practice the potential to develop co-responsible governance. The researchers want to change the run of what used to be in leadership, particularly in school. They want to change the concept of pathological leadership to the most connective community leadership, where the school leaders also allow the community to be part of the implementation in terms of financial matter for a better school. Introduction The researchers used up-to-date references and very relatable ideas from other authors. The researchers used the idea and stressed that the study is not to provide a new story about financial management in South African Schools, instead, it reconsiders a long list of research presenting a one-sided and negative discourse about financial management in South African Schools and rural schools in particular. The recent article by Rangongo et al. (2016) presents the idea that a lack of accountability with respect to the generation and distribution of financial resources in many schools proves problematic. The researchers point to the mismanagement and misappropriation of funds in many South Africa. The main reason that I saw why the school leader’s mismanagement and misappropriation of funds was poverty. Because the main root of misleading is poverty. Not just poverty of wealth but poverty of, knowledge, wisdom, love, and understanding. School governors’ confusion about who, principals, or school governing bodies is responsible for financial management was challenging. Lack of financial management skills and knowledge among school governors is unsafe. The researchers aim to see whether these conceptions of financial accountability are limiting and restrictive and in need of review. Research shows that challenges of school financial management are not a specifically South African phenomenon (Brown, Rutherford & Boyle, 2000; Hallak & Poisson, 2007; Koross, Ngware & Sang, 2009; Mncube & Makhasane, 2013; Rangongo et al., 2016; Ochse, 2004; Okon, Akpan & Ukpong, 2011). It can be concluded from evidence presented by scholars cited above that the MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION dominant discourse on school financial management, in South Africa, Kenya, Lesotho, Swaziland, United Kingdom, Germany, Nigeria, and France, among others, is that school financial management challenges for schools managers, administrators, and governors. Literature Review Methodology The literature that was used timely and relevant to the study. There are some up to date but most are not. But then all were essential to the study. It fulfills the support needed by the study. The references although not much as that but point to the study. It was mentioned that the School’s public fund must monitor or should exercise control of the fund. The researchers cited a citation that the school must have an accounting officer. Their roles as accounting officers include maintaining a system of financial controls, internal audits, including appropriate procurement procedures, and accounting for and controlling revenue. Moreover, the principal is expected to account for and control expenditures and take responsibility for the maintenance and safeguarding of school assets but then the principal still chiefly responsible for the management of school finances with largely a surveillance, monitoring, and control function to financial management. The relevant information was from: (Mestry & Govindasamy, 2013), PFMA) (National Treasury, 1999), Schools Act (SASA) (Republic of South Africa (RSA), 1996), Employment of Educators Act (EEA) (RSA, 1998), Section 4 of the EEA (RSA, 1998). The institutional interests of the school guide the action of the chief financial officer, who in this case is the principal. The interplay between the roles and functions overlapping the management of finances and social development and education is not clearly defined in the policy. The case study of this paper provides insight into how the selected 5 novice principals manage these multiple agendas successfully. The researchers focused on five novice principals, who worked in schools considered to have a good reputation, both academically and organizationally. The researchers undertook a realistic inquiry grounded within an explanatory worldview to explore the view and vantages of what constitutes principals’ practices in financial management in specific rural schools, each of which is regarded as successful. The research was qualitative conversations and real research with an emphasis on eliciting in-depth data conducted. MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION This research is guided by the parameters of the interpretive query. By the Department of Education in KwaSulu-Natap- a school that obtains 60% average in the matriculation pass rate. The data set got from conferences and document reviews was analyzed, using both datadriven and theoretical-driven interpretive thematic analyses (Dahlberg & McCaig, 2010; Henning, Van Rensburg & Smit, 2004). This process began by familiarizing ourselves with the data by transcribing audio data to textual-data and reading and re-reading of transcripts. The rereading process helped in coding and reducing the data into themes used to report the findings. To ensure quality and precision, the researchers adopted Guba and Lincoln’s (1985, as cited in Denzin & Lincoln, 2000) construct of trustworthiness. The study is guided by these ethics, the names used in this study are not real names of schools and principals. The researchers used interviews and documents to triangulate the data and this allowed us to verify from the documents whether what principals were saying was supported by documents. Further, they worked with principals that we knew, which meant there was an established trust enhancing the generation of data. Results and Discussions The researchers stand for the leadership of the principal has been noted to be the most important factor for activating success in Africa and even internationally. This paper is not just for the local area of South Africa. This study reported that the finding was also for international communities. The researchers revealed the findings of this study. They draw on four themes that emerged during data analysis.(1) developing one’s capacity in financial management; (2) developing schoolbased training for SGB members; (3) participative and collaborative financial management approaches; (4) formulating policies for the clear procedure. In the presentation of our findings, we wanted to ensure that the views of principals are not lost, as they provide powerful supporting evidence to our claims. For this reason, verbatim quotes are provided in the discussion of each theme. Verbatim quotations can indeed convey a particular experience or statement, but unedited citations can also lead to a sense of exposure for an individual—especially if the number of participants in a study is limited (Sage Publications). In this study, the principals revealed that they had invested time in developing their capacity to be principals in order to deal with MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION management issues. The researcher studied the profiles of these 5 principal. They learned that three principals possessed Bachelor of Education Honours degrees in Education Management, while the other two had completed an Advanced Certificate in Education Leadership (ACE Leadership). During the interviews, it emerged that they developed themselves before they became principals and whilst they were already within a School Management Team (SMT). There was another important element that emerges from the principals’ views is the aspect of moral values. It is about how individual values propel people to act in ways that are ethically acceptable in an organization, a moral accountability. This is in line with Erdogan et al. (2004) in their claim that one’s main evaluator is oneself. One principal indicates that there was a choice not to do any training, but he wanted to do what he understood to be correct, which confirms the view of Erdogan et al. (2004). To ensure that they are able to do this, they choose to capacitate themselves. This fear is not necessarily anxiety-driven but may be ethically motivated. The researchers asked principals if their apparent capacity helped them in undertaking financial management tasks. All principals replied positively that they had not experienced any conflict in their schools due to financial issues. This confirms how the training of principals and self-empowerment are. All replied positively that they had not experienced any conflict in their schools due to financial issues. This confirms how the training of principals and self-empowerment are Conclusions and Recommendations The researchers show the analysis of the principals’ practices indicates that there are schools that are dealing with financial management in a manner we regard as suitable, and in line with the government’s expectations. For the researchers, the findings are important, as principals provide an alternative discourse to the long-held negative narratives regarding school finance management, both locally and internationally. Moreover, the researchers tell these findings, from the perspective of a developing economy, could provide hope and resourcefulness within both the developing and developed economy contexts. Based on this conclusion, the researchers recommend further research focusing on experienced principals’ practices from a variety of contexts. This may help to expose multiple practices, as well as what forms of accountability direct principals to act in a certain way when it comes to, for example, the MEDC 7132 – DATA MINING AND ANALYTICS IN EDUCATION process of financial management in schools. The findings have also shown that principals had reinforced their capacities by furthering their studies about (financial) management. This may suggest that there is a connection between one’s level of study and the ability to deal with complex school tasks. We therefore recommend the review of the minimum requirements for principalship, to include especially relevant qualifications that activate the multiple levels of accountability. Moreover, management is interpreted as not confined to administrative accountabilities, but also professional, educational, and developmental agendas which ought to promote a transparent, participative, and collaborative goal to generate trustworthy practice in the field of education. The researchers used the table to illustrate the Multiple accountabilities in the financial management of schools. References The researchers express their sincere gratitude to the University Teaching and Learning Office (UTLO) for support. The views and opinions expressed in this article are those of the authors and the funders (UTLO) cannot be held responsible for any views or opinions expressed in the article. They acknowledge and thank Sibongiseni Cebekhulu for conducting fieldwork (interviews) used in this study and for transcribing the interviews. Not all mentioned citations in the above part of the study are here. But most are near to up-to-date references. Overall there are 52 references in this paper.