This paper presents an ethical framework designed to support the development of critical data literacy for research methods courses and data training programmes in higher education. The framework we present draws upon our reviews of literature, course syllabi and existing frameworks on data ethics. For this research we reviewed 250 research methods syllabi from across the disciplines, as well as 80 syllabi from data science programmes to understand how or if data ethics was taught. (...) We also reviewed 12 data ethics frameworks drawn from different sectors. Finally, we reviewed an extensive and diverse body of literature about data practices, research ethics, data ethics and critical data literacy, in order to develop a transversal model that can be adopted across higher education. To promote and support ethical approaches to the collection and use of data, ethics training must go beyond securing informed consent to enable a critical understanding of the techno-centric environment and the intersecting hierarchies of power embedded in technology and data. By fostering ethics as a method, educators can enable research that protects vulnerable groups and empower communities. (shrink)

Objective: The study seeks to provide a thorough description of the teachers' digital literacy (DL) and digital competence (DC) and shine a light on the variables that influence the development of their digital literacies and competence. Method: Comprehensive data collection and analysis from 274 participants were completed. Descriptive and inferential statistics were conducted to accomplish the objectives of this study. Results: It came to light that teachers with less than ten years of experience have higher levels of digital (...) literacy. Pre-service education, having access to ICT resources, and a favorable attitude about using ICT were all strongly associated with DL and DC. The research's essential contribution is its findings affirming the value of DL and DC, which can be utilized to approach new technologies critically and use them as a part of digital pedagogy. Novelty: The critical contribution of the research is the result claiming the positive status of DL and DC, which can be used to approach new tools from a critical pedagogical perspective and apply them as part of digital pedagogy. -/- . (shrink)

Background: This study was conducted to measure depression literacy (D-Lit) and mental health literacy (MHL) and to investigate their relationship with psychological status and quality of life among Iranian patients with type 2 diabetes mellitus (T2DM). -/- Methods: This cross-sectional study was conducted in 2021 among 400 patients with T2DM in Iran. Samples were selected using proportional stratified sampling. Data collection tools comprised a demographic questionnaire, measures of MHL and D-Lit, the diabetes quality of life (DQOL) scale, (...) and the DASS-21. After confirming the normality of the data using the Kolmogorov-Smirnov test, parametric statistical tests (such as one-way ANOVA, independent samples t-test, and Chi-Square) were used to investigate the relationship between the variables using SPSS v22 software. The results of continuous quantitative data are reported in the form of means and standard deviations, and qualitative data are reported in the form of absolute and relative frequencies. -/- Results: In this study, 10.25% of the participants (n = 41) had severe depression, while 36.75% (n = 147) experienced severe anxiety. The mean (standard deviation) of MHL was 80.92 (9.16) from 130 points. Of the participants, only 1.7% (n = 7) did not answer any questions correctly on the D-lit scale, and only 5.8% (n = 23) were able to answer 15 questions or more correctly on the D-lit. MHL had a significant negative correlation with depression (r = −0.236), anxiety (r = −0.243), and stress (r = −0.155) (P < 0.001). There was a positive and significant correlation between MHL and D-Lit (r = 0.186) (P < 0.001). D-Lit had a significant negative correlation with depression (r = −0.192), anxiety (r = −0.238), and stress (r = −0.156) (P < 0.001). There was a positive and significant correlation between the ability to recognize disorders (r = 0.163), knowledge of self-treatment (r = 0.154), and DQOL (P < 0.001). Depression (r = −0.251), anxiety (r = −0.257), and stress (r = −0.203) had a significant negative correlation with DQOL (P < 0.001). -/- Conclusion: MHL and D-Lit levels were found to be inadequate in patients with T2DM. These low levels of MHL and D-Lit among patients with T2DM were associated with higher levels of anxiety, depression, and stress, as well as a lower quality of life. Therefore, designing and implementing preventive programs to improve the mental health of patients with T2DM can help prevent mental disorders and ultimately improve their quality of life. (shrink)

Improvements of the happiness of the rural population are an essential sign of the effectiveness of relative poverty governance. In the context of today’s digital economy, assessing the relationship between digital literacy and the subjective happiness of rural low-income groups is of great practicality. Based on data from China Family Panel Studies, the effect of digital literacy on the subjective well-being of rural low-income groups was empirically tested. A significant happiness effect of digital literacy on rural (...) low-income groups was found. Digital literacy promotes the subjective happiness of rural low-income groups through income increase and consumption growth effects. The observed happiness effect is heterogeneous among different characteristic groups, and digital literacy significantly positively impacts the subjective happiness of rural low-income groups. Decomposition of subjective happiness into life satisfaction and job satisfaction shows that digital literacy significantly positively affects the job and life satisfaction of rural low-income groups. This paper demonstrates that digital literacy induces a practical happiness effect. To further strengthen the subjective welfare effect of digital literacy in the construction of digital villages, the government should focus on cultivating digital literacy among low-income groups from the demand side. The construction of digital infrastructure should be actively promoted from the supply side. (shrink)

Financial literacy is becoming a pivotal skill in navigating the marketplaces within the predominant rising digital branches of trading domains; however, there remains a concerning gap in the purchasing behavior of adolescents, who are its primary users. With this in mind, the main objective of our research is to determine whether there is a relationship between a student's level of financial literacy and their online purchase decision-making. The researchers employed an explanatory mixed approach and purposive sampling to identify (...) respondents from Immaculate Conception College of Balayan, Inc. A 5-point Likert scale survey was utilized to collect data from 66 respondents, followed by semi-structured interviews with 10 selected participants. The results showed a moderately positive correlation between a student's financial literacy and online purchase decisions, as determined by the Pearson correlation coefficient. Thus, the thematic analysis revealed that respondents generally have good financial literacy, emphasizing factors like pricing, online reviews, and product ratings when making digital marketplace decisions. However, there are notable gaps in their understanding of basic financial concepts and their ability to apply them in real-life situations. To effectively enhance students’ financial literacy and online purchasing decisions, a holistic approach is necessary, including targeted interventions, practical applications, and continuous adaptation to evolving consumer behaviors. Educational institutions, policymakers, and stakeholders should work together to create comprehensive programs that provide students with the knowledge, skills, and attitudes needed to negotiate real-world financial situations and make sound judgments in the digital commerce ecosystem. By emphasizing practical learning, key financial concepts, and trustbuilding approaches, educators may empower students to become responsible consumers capable of managing their resources successfully and ethically. (shrink)

This study explores the role of government policies, public-private partnerships, and emerging technologies in bridging the digital divide, ensuring inclusive and equitable access to quality education for all students. By analyzing case studies and statistical data, this research identifies key areas where the EdTech revolution can be leveraged to close gaps in the education system while fostering innovation in pedagogical practices. Finally, the paper presents recommendations for ensuring that the EdTech revolution contributes to systemic equity, rather than exacerbating existing (...) disparities. (shrink)

The major objective of this study was to investigate whether visual impairments (VI) impact mental health literacy among first-generation university students (FGUS). A descriptive survey research method was used to examine the mental health literacy of 132 purposive sample of FGUS with and without VI from three federal universities in Southern Nigeria. A 35-item MHL Scale (MHLS) for university students (Crobach’s α=0.83) with 5-point response was used for data collection. Questionnaire distribution was achieved through the help of (...) two research assistants. Means, standard deviations, analysis of variance and regression plot were employed to analyze the research data. Participants’ mean age was 24.96±3.86 years. Results showed a higher level of mental health literacy across seven domains of the MHL Scale among students with VI compared to those without this disability. The students identified mental health literacy they possess including the ability to recognize specific disorders, the ability to seek mental health information, the ability to identify risk factors and causes, the ability to understand self-treatment options, the ability to access professional assistance, and positive behaviors that promote awareness and help-seeking. VI did not significantly impact the mental health literacy of FGUS with VI. VI explained only 6.31% of the variation in MHL among FGUS with VI. Accordingly, mental health literacy is an essential skill that should be acquired by everyone, including those who suffer from specific disorders and professionals who care for them. Further effort is required in order to improve the mental literacy of FGUS without VI in Nigerian universities. (shrink)

This article has provided a critical review of sampling procedures in the context of Sierra Leone. The basics of the two major types of sampling procedures (probability and non-probability) have been explained, with a view of shedding light on their usage to assist researchers in their pursuance of addressing proposed hypothetical statements. Problems associated with low literacy rate in Sierra Leone have been highlighted as a major concern, more so in the process of ensuring ethical code of conducts are (...) adhered to during the execution of sampling research. Research practices in the country needs a complete overhaul, particularly with its very low investment in ‘Higher Education Institutions (HEIs)’ to help support the backbone of research, and backed by investment in technology to assist with the enhancement of exploring sampling data in pursuit of addressing hypothetical postulates / research questions during research. (shrink)

Purpose:The research aims to see the effect of using digital books based on the RANDAI learning model on students' problem-solving skills and information literacy in biology learning. -/- Theoritical Framework: The integration of local wisdom will make the material more contextual so that learning becomes more meaningful. Digital books that are integrated with local wisdom can be concretized through digital books based on the RANDAI learning model. -/- Methodology:The study was conducted at a secondary school in the province of (...) West Sumatra, Indonesia. The learning applied in this study uses the theoretical framework of the RANDAI model (Reciting, Analyzing the problem, Narrating the solution, Doing the solution, Assessing the solution, and Implementing the solution) which is problem-based learning integrated with local wisdom. Data collection was carried out through a test referring to Polya's problem-solving skills while for information literacy using a questionnaire referring to the Association of College and Research Library indicators. Data were analyzed using a parametric t-test and n-gain analysis. -/- Result and discussion: This study found that problem-solving skills and information literacy through learning with the RANDAI learning model assisted by digital books can promote students' problem-solving skills in science learning. -/- Conclusion: the RANDAI learning model with the help of digital books has an effect on the problem-solving abilities and information literacy of high school students. (shrink)

Accessing reliable and accurate information is essential to the proliferation of information through various channels. This can help individuals make informed decisions and avoid misinformation or disinformation. In such a case, creating an online information system should be prioritized to provide available data and information for planning, budgeting, and allocating resources and operational targets. This study assessed the level of satisfaction with the usability of EBEIS/LIS data and school management by the Department of Education among public secondary schools (...) of the Division of Bohol during 2019-2020. This research employed a quantitative method using the revised perception questionnaire, which underwent pilot testing using Cronbach's coefficient alpha to check the reliability level. Findings revealed that administrators, classroom teachers, and coordinators were satisfied with using data in school management. Findings revealed that administrators, classroom teachers, and coordinators were satisfied with using data in school management, satisfied with the personnel involved in facilitating the data, the information literacy given, and the ICT facilities to be used in online access data. However, some schools need more internet connectivity and more availability of posted/printed manuals and guidelines on accessing the online system. A need arises to provide a streamlined copy of the manual, which can be used as guidelines for online access, and strengthen its support in acquiring internet connectivity for all its learning facilities by partnering with internet service providers to optimize the signal. (shrink)

The concept and the main stakeholders of E-learning ecosystem are investigated at the article. University is regarded as a center of such ecosystem due to skilled knowledge providers and technical equipment availability. Studying different cases authors prove that higher educational institution plays a driver role in different projects, especially social start-up projects. Different models of partnership between universities and other stakeholders are considered. In authors’ opinion, one of the most perspective collaborative projects are in frame of “students – schoolchildren” due (...) to effective knowledge transfer. Such kind of cooperation can fill the gap between school and university education. Particularly the framework of e-learning project in financial literacy for orphans totally prepared and executed by students is considered. The ICT tools are very actively used in these initiatives aiming to develop high demanded skills as critical thinking, creativity and complex problem solving. As a result, schoolchildren are receiving a toolkit for basic data analysis, developing own business plan and adopting evidencebased decisions. The authors prove that E-learning projects are able to improve both information and financial literacy and also increase the level of inclusivity into education of weak and socially unprotected children from orphanages. The article will be useful for the representatives from universities, orphanages, companies who eager to boost the level of their social responsibility. The aim of the research is to reveal different types of cooperation under social projects between higher educational institutions and other stakeholders, using wide range of ICT e-learning tools as well. In addition, to develop a set of recommendations to the universities of collaboration roadmap. (shrink)

Despite the changes in human behaviour and interactions occasioned by the COVID-19 pandemic, many institutions are yet to adapt to the new normal fully. While some educational institutions switched entirely to e-learning to promote teaching and learning, others could not offer education due to physical and social restrictions. Previous studies in Africa have identified reasons for the poor ICT adoption for educational purposes. However, the degree to which these factors affect ICT utilisation is barely analysed. Using a quantitative approach, this (...) study assessed ICT deployment for teaching in the COVID-19 era by focusing on their availability and challenges. A sample of 344 respondents from a population of 2,867 academic staff at two Nigerian public universities participated in the study. After receiving face validity from experts, a structured questionnaire was used for data collection. Cronbach alpha reliability indices of the questionnaire ranged from 0.72 to 0.94. Descriptive statistics (simple percentages, mean, and standard deviation) and inferential statistics (one-way ANOVA) were used for data analysis. Findings generally revealed a moderate extent in the availability of ICT resources in public universities. The cost of data, computer literacy, and electricity supply are challenges that significantly affected ICT deployment in the COVID-19 era. Based on this finding, it was concluded that personal and institutional challenges affect how ICT resources are deployed in public universities. It was recommended, among other things, that the management of each tertiary institution should apportion proceeds from internally generated revenue to procure ICT resources specific to the need of the school. The study provides the ground for further research into students’ use of ICT for educational purposes. (shrink)

What are numbers, and where do they come from? A novel answer to these timeless questions is proposed by cognitive archaeologist Karenleigh A. Overmann, based on her groundbreaking study of material devices used for counting in the Ancient Near East—fingers, tallies, tokens, and numerical notations—as interpreted through the latest neuropsychological insights into human numeracy and literacy. The result, a unique synthesis of interdisciplinary data, outlines how number concepts would have been realized in a pristine original condition to develop (...) into one of the ancient world’s greatest mathematical traditions, a foundation for mathematical thinking today. In this view, numbers are abstract from their inception and materially bound at their most elaborated. The research updates historical work on Neolithic tokens and interpretations of Mesopotamian numbers, challenging several longstanding assumptions about numbers in the process. The insights generated are also applied to the role of materiality in human cognition more generally, including how concepts become distributed across and independent of the material forms used for their representation and manipulation; how societies comprised of average individuals use material structures to create elaborated systems of numeracy and literacy; and the differences between thinking through and thinking about materiality. (shrink)

This paper delves into the significance and challenges of Artificial Intelligence (AI) ethics and justice in terms of Common Good and Well-being, fairness and non-discrimination, rational public deliberation, and autonomy and control. Initially, the paper establishes the groundwork for subsequent discussions using the Academia Sinica LLM incident and the AI Technology R&D Guidelines of the National Science and Technology Council(NSTC) as a starting point. In terms of justice and ethics in AI, this research investigates whether AI can fulfill human common (...) interests and welfare. Taking AI injustice as an example, I analyze the practical assessment of AI regarding regional, industrial, and social impacts. Further, this paper discusses the challenges of fairness and non-discrimination in AI, specifically addressing the issue of training on biased data, discussing the acquisition of bias by AI and post-processing supervision issues, and emphasizing the importance of rational public deliberation in this process. Then, this research examines the challenges and countermeasures the rational public faces in public deliberation, such as the importance of education in STEM scientific literacy and technological capabilities. Finally, in discussing AI and autonomy, I propose a 'Human-Centered Approach’ rather than relying solely on the 'Technological Utility Maximization' brought by AI to achieve substantial AI justice. -/- Keywords: AI Ethics and Justice, Fairness and Non-Discrimination, Biased Data Training, Public Deliberation, Autonomy, Human-Centered Approach . (shrink)

This study examines the conflation of terms such as “knowledge” and “understanding” in peer-reviewed literature, and tests the hypothesis that little current research clearly distinguishes between importantly distinct epistemic states. Two sets of data are presented from papers published in the journal Public Understanding of Science. In the first set, the digital text analysis tool, Voyant, is used to analyze all papers published in 2014 for the use of epistemic success terms. In the second set of data, all (...) papers published in Public Understanding of Science from 2010–2015 are systematically analyzed to identify instances in which epistemic states are empirically measured. The results indicate that epistemic success terms are inconsistently defined, and that measurement of understanding, in particular, is rarely achieved in public understanding of science studies. We suggest that more diligent attention to measuring understanding, as opposed to mere knowledge, will increase efficacy of scientific outreach and communication efforts. (shrink)

A mixed methods study, this doctoral research explores the relationship between the classroom language assessment literacy (CLAL) and assessment practices of English teachers. It is based on the premise that if English teachers are properly oriented in assessment of language ability in classroom, the quality of classroom assessments will improve and in turn, teachers will be in a position to carry out “assessment for learning” effectively. The study is designed considering the assessment policies and practices in India as a (...) whole. The intervention takes place in three schools— a CBSE, a State-Board and an ICSE school— and six secondary school English teachers— two each from the above-mentioned schools— in Andhra Pradesh constituted the main participants. This research is significant in the sense that though the new assessment policy in schools demands that teachers carry out classroom assessments, and attaches a lot of importance to those, very little has been done to equip teachers with adequate skills and knowledge to enable them to meet the challenges of classroom assessment. This study tries to draw attention towards this problem and suggests a possible solution. For its theoretical framework, the study draws on classroom assessment, assessment literacy, second language teacher education, teacher development, teacher beliefs and teacher knowledge. The framework is built after studying and tracing the existing gaps in the research literature in areas relevant to the study. The study is conducted in three major phases: pre-intervention, intervention and postintervention. In the first phase, the researcher collects information about the CLAL of secondary school English teachers practicing in CBSE, state-board and ICSE schools through a state-wise survey. Then two teachers each from a CBSE, a state-board and an ICSE school are selected and information about their CLAL, beliefs about assessment and assessment practices is obtained. A teacher development (TD) programme based on the above-mentioned information is designed with a view to developing teachers’ CLAL. In the second phase, the programme is imparted separately to the three pairs of teachers for 18 hours. Records of teachers’ experience and the researcher’s observations are maintained during the intervention. In the last phase, once again, information is collected about the CLAL and assessment practices of the teachers in a similar manner as done in the first stage. Data are analysed both qualitatively and quantitatively, triangulated and meta-inferences are made after a few cross-case analyses. Finally, an effort is made to generalize and discuss the findings, state the implications of the study for policy makers, teacher education, curriculum designers, experts in language assessment and teacher educators, point out the limitations of the project and suggest directions for further research in the area of the study. The findings of the study suggest that there is a relationship between CLAL and assessment practices of teachers. But a lot of factors like the assessment policy at curricular level, institutional policy about assessment, motivation of teachers to utilize assessment for pedagogic purposes and their English language ability are found to have impact on teachers’ assessment practices. It is also found that a need-based TD programme can, to a great extent, generate the desired impact on teachers’ assessment practices. (shrink)

Precision medicine functions by grouping patients along genetic, molecular, and related ‘-omics’ factors. This stratification relies on large, growing databases of patient-volunteered information. Both private companies and government bodies incentivize patients to volunteer this genetic information appealing to the creation of collaborative patient partnerships and the concept of empowerment. This paper aims to address two related questions: (1) what is the actual nature of patient participation in precision medicine research? And (2) is this participation in precision medicine research really that (...) empowering for the average patient? I contend that firstly, the nature of this participation is best conceived of as merely contributory. Contributory participation, as it will be shown, falls short of collaboration. The partnership created by participation in precision medicine research is not one of sharing values, equal say in decisions, or shared benefit. Secondly, I contend that there are important caveats to claims that patient participation in precision medicine is empowering. Empowerment is hindered by the type of participation, the practical use or actionability of genetic data, genetic literacy, the cost of precision drugs for patients that qualify for them, and bioethical considerations of informed consent. (shrink)

This study examines the role of digital technologies in building resilient communities, focusing on data collected during the pandemic. This research aims to explore the impact of digital technologies on community development, assess their effectiveness in enhancing community resilience, and identify key success factors. The study adopts a mixed-methods approach, including qualitative data collected through interviews and focus groups, a review of existing literature and case studies. Preliminary findings indicate that digital technologies have been crucial in supporting community (...) resilience, enabling virtual communication, remote access to resources, and community engagement. However, disparities in digital access and literacy have influenced their effectiveness. Addressing the digital divide and ensuring equitable access is crucial while providing ongoing support, capacity building, and community engagement. Digital technologies have demonstrated their potential to build resilient communities, particularly in times of crisis. (shrink)

The purpose of the study. This study aims to identify the prevalence of participants in physical activities, the motivation needed by the students to engage in the activity, challenges encountered by the implementors, health benefits, and recommendations and suggestions needed for the improvement of the implementation. -/- Materials and methods. A systematic analysis of the data from different articles was conducted using Arksey and O’Malley’s (2005) scoping review framework. -/- Results. It was found that the implementation of active recreational (...) activities offers different health benefits to the youth, physical literacy and orientation and motivation played a vital role in the implementation of the recreational activities. -/- Conclusions. Therefore, the implementation of active recreational activities must be strengthened in schools not just for the sake of participation but because they are motivated to. And engagement in these activities must not only be limited to school grounds but also engaged at home and in the community. (shrink)

Do forest owners’ levels of education or value profiles explain their responses to climate change? The cultural cognition thesis has cast serious doubt on the familiar and often criticized "knowledge deficit" model, which says that laypeople are less concerned about climate change because they lack scientific knowledge. Advocates of CCT maintain that citizens with the highest degrees of scientific literacy and numeracy are not the most concerned about climate change. Rather, this is the group in which cultural polarization is (...) greatest, and thus individuals with more limited scientific literacy and numeracy are more concerned about climate change under certain circumstances than those with higher scientific literacy and numeracy. The CCT predicts that cultural and other values will trump the positive effects of education on some forest owners' attitudes to climate change. Here, using survey data collected in 2010 from 766 private forest owners in Sweden and Germany, we provide the first evidence that perceptions of climate change risk are uncorrelated with, or sometimes positively correlated with, education level and can be explained without reference to cultural or other values. We conclude that the recent claim that advanced scientific literacy and numeracy polarizes perceptions of climate change risk is unsupported by the forest owner data. In neither of the two countries was university education found to reduce the perception of risk from climate change. Indeed in most cases university education increased the perception of risk. Even more importantly, the effect of university education was not dependent on the individuals' value profile. (shrink)

This study addresses the issue of maintaining nutritional quality amidst financial hardship faced by families in Plateau State, Nigeria. Surveys research designed was used for the study. The study covers 3 local government areas in Plateau State, ensuring diverse representation. The sample size of 400 families residing in Plateau State was used. Questionnaire was used to collect data for the study which capture the demographic information, dietary habits, household budget allocation for food, and perceptions of nutritional value. Mean and (...) standard deviation was used to present result for the findings. The findings of the study revealed that that there should be cost-effective meal planning strategies in promoting healthy eating habits. Also, socioeconomic factors impact cost-effective meal planning in promoting healthy eating habits. Based on the findings, stakeholders, policymakers, and community organizations should implement interventions that support cost-effective meal planning, enhance nutritional literacy, and alleviate financial burdens on families in Plateau State. This study may empower families to make informed dietary choices and achieve better health outcomes despite economic constraints. (shrink)

During the past decade, a fairly extensive literature on the digital divide has emerged. Many reports and studies have provided statistical data pertaining to sociological aspects of ‘the divide,’ while some studies have examined policy issues involving universal service and universal access. Other studies have suggested ways in which the digital divide could be better understood if it were ‘reconceptualized’ in terms of an alternative metaphor, e.g. a ‘divide’ having to do with literacy, power, content, or the environment. (...) However, with the exception of Johnson and Koehler, authors have tended not to question ‐ at least not directly ‐ whether the digital divide is, at bottom, an ethical issue. Many authors seem to assume that because disparities involving access to computing technology exist, issues underlying the digital divide are necessarily moral in nature. Many further assume that because this particular ‘divide’ has to do with something that is digital or technological in nature, it is best understood as a computer ethical issue. The present study, which examines both assumptions, considers four questions: What exactly is the digital divide? Is this ‘divide’ ultimately an ethical issue? Assuming that the answer to is ‘yes,’ is the digital divide necessarily an issue for computer ethics? If the answer to is ‘yes,’ what can/should computer professionals do bridge the digital divide? (shrink)

Mathematics is an important subject taught in primary and secondary schools that equips students with foundational knowledge and skills for organizing their lives. This study determined the Mathematics proficiency level among the Grade Three pupils in Cagayan de Oro City in School Year 2022-2023. Specifically, it sought to determine the respondents’ profile in terms of language used at home, study habits, parental involvement, and attitude towards Mathematics; find out the proficiency level in Mathematics; and determine the significant relationship between the (...) respondents’ proficiency level in Mathematics when grouped according to their profile. Data were gathered from one hundred fifty (150) respondents. The researcher-made questionnaire and Mathematics Test patterned from the Division of Cagayan de Oro Periodical Tests for the School Year 2022-2023 were utilized in the study. It used a descriptive research design to analyze the data using frequency, mean, standard deviation, correlation analysis, and P-value. Findings revealed a significant relationship between respondents’ proficiency level in Mathematics and their study habits, parental involvement, and attitude towards Mathematics. In contrast, no significant relationship exists between the language used at home. It is recommended that teachers incorporate literacy in teaching Mathematics, use game-based strategies, and review Mathematics lessons to increase the chances of obtaining high scores. (shrink)

In an age of pervasive digitization, students' limited familiarity with the vast realm of information poses a significant challenge. This study investigates the hurdles faced by university students in terms of internet access and information retrieval. Objectives encompass understanding the impact of internet access challenges on academic performance, exploring factors influencing students' lack of interest in enhancing internet skills, and identifying barriers to effective internet utilization. Methodologically, a survey approach is adopted, involving 160 purposively selected students as respondents. A structured (...) questionnaire is used for data collection, distributed through Google Forms, resulting in a comprehensive 100% response rate. The study's theoretical foundation rests on the Use and Gratification Theory and Digital Divide Theory, highlighting digital literacy's importance in education. Key findings support alternative hypotheses, revealing the influence of internet connectivity challenges on academic performance, citing factors like cost, inertia, intent, and digital literacy. In conclusion, the study underscores students' reliance on smartphones for internet access, proposing specialized instruction, self-driven skill enhancement, and collaborative efforts to enhance internet accessibility and affordability. Recommendations emphasize specialized instruction, self-driven skill improvement, and collaborative efforts to enhance affordable internet access. Ultimately, tackling these challenges empowers students to navigate the digital landscape and leverage its potential effectively. (shrink)

Most research on image schema examined the meaning configuration of words connotation. However, previous studies of adjectives are meaningful in cognitive linguistics because they provide insight into how those adjectives are involved with psychological movement. In this sense, from the perspective of cognitive linguistics, one’s conceptualization and cognition are closely associated with their bodily experience and surroundings; adjectives are no exception. The varieties of transformations of image schemas lay the foundation for the conception and perception. Accordingly, this study is an (...) investigation into the perception of adjectives and psychological activities associated with image schema. Data in this study come from adjectives in the novel The Great Gatsby, which were tagged and calculated with the help of software Python and the NLTK package. The results demonstrate that a significant amount of adjectives were used in the novel. Moreover, Nick’s psychological activities changed significantly from the SOURCE to the DESTINATION schematic stage, which is uncovered by his expression of adjectives. Finally, the results further suggest that transformations of image schema as BALANCE, CONTAINER, and PATH work together to motivate one’s linguistic expression of adjectives. The present findings have several implications for research on lexicons and literacy interpretation from cognitive linguistics. (shrink)

In the ever-evolving landscape of education, the debate between traditional and modern instructional methods remains a focal point of discussion. The more technology is integrated into classrooms, the more it becomes imperative to scrutinize its effectiveness, especially in the foundational years of learning. Studying the association between multimedia tools and the consonant-vowel-consonant (CVC) reading performance of preschool English as Secondary Language (ESL) students is vital. The study explored the effectiveness of multimedia tools on CVC reading performance and interest and enthusiasm (...) in phonics among Kindergarten Level 1 (K1) ESL students using a quasi-experimental design that lasted for eight weeks. Two enrolled classes were divided into traditional (14 participants) and multimedia groups (13 participants) according to their assigned classes. The study conducted a pre-test and post-test, comparing the two groups. The test questions were sourced from the school’s standardized assessments, ensuring validity and reliability. Data obtained were analyzed and interpreted using IBM SPSS Statistics. The findings revealed a partial enhancement in CVC reading performance and a notable increase in students' interest and enthusiasm for phonics, particularly in the participants’ positive attitudes. These improvements suggest a promising trajectory in the literacy development of young learners. Understanding which instructional method best supports foundational reading skills can provide valuable insights for educators and curriculum developers. This study is among the first to focus on early education, addressing a gap in research that predominantly targets older students. Nonetheless, it is essential to note that this study is limited to the K1 students enrolled in the research. (shrink)

In China, plagiarism among undergraduate students has been a protuberant issue preventing the robust development of tertiary education. The purpose of this Interpretative Phenomenological Analysis (IPA) research was to acquire a profound understanding of the essence of the phenomenon through the process of students’ research writing at Shaoyang University (SYU), a southern Chinese University. Employing a step-wise combination of purposive and random sampling techniques, 11 participants were selected to partake in the study’s online, face-to-face, and one-on-one semi-structured interviews. On completion (...) of data analysis, seven themes emerged: poor literacy about plagiarism; few learning experiences related to plagiarism; disapproval of plagiarism with different tolerance levels; difficulties encountered during academic writing; sophistication in detouring the plagiarism detecting tool; reasons for committing plagiarism; and under-evaluation of disciplinary study. Based upon the rich findings, the study proposed a preliminary holistic solution to mitigate plagiarism, with school administration, policy makers, instructors, and students performing and abiding to their respective roles, and with the literacy education related to plagiarism at the center. (shrink)

The introduction of digital technologies in agricultural production is one of the most important elements of strategic development in the agricultural sector and rural areas in Ukraine. In agriculture, these new technologies can modernize the industry, promoting innovation in agribusiness and creating new opportunities for rural development. The introduction of digital technologies in agriculture ensures the accuracy of measurements, speed data collection and processing. Digitization in rural areas is an inevitable process that brings a number of economic, social and (...) environmental benefits. The immediate aim of this paper is to assess the state of implementation of digital technologies in agriculture and to examine opportunities for rural development in Ukraine. Research methods: monographic, descriptive, analysis, synthesis, induction. The results indicate that only large agricultural enterprises in Ukraine are able to implement and use digital technologies. Thus, it is proposed to create an integrated digital portal for agricultural needs, combining solutions that optimize activities of agricultural enterprises: land bank management, production, crop monitoring, warehouse, procurement and supply, equipment and repairs, logistics, inventory and finished products. The article identifies technological and human barriers to introduction of digital technologies in rural areas of Ukraine. In addition it proposes strategies for development of digital literacy and skills among rural residents in Ukraine. The results of the research can have a significant impact on the development of agriculture in Ukraine, promoting digital technologies among other agricultural enterprises and ensuring the development in rural areas, attracting additional agricultural market participants and infrastructure that provide relevant information and digital services to rural residents. (shrink)

Background. Tahfidz learning is a learning that can change the behavior of santriwan and santriwati and develop a potential that they have such as improving the reading of the Qur'an, increasing the memorization of the Qur'an. The tahfidz house is a place where students learn, foster and develop and apply the values contained in the Qur'an in everyday life such as at home, in the community and at school. Purpose. This tahfidz activity begins with prayer, then murojaah, memorizing the recitation (...) of the Qur'an. Method. Data was obtained by giving teacher performance scales, teacher digital literacy, and online learning implementation scales. Results. The results of this tahfidz activity research begin with prayer, then murojaah, memorizing the recitation of the Qur'an. After memorizing the Qur'an, each student deposits his memorization one by one to the ustadz or ustadzah. After that the students and ustadz or ustadzah continue by playing the verse connection game in order to increase the enthusiasm of the students in memorizing so that they are not easily bored and bored, because in learning there are a lot of complaints and laziness when learning, let alone learning to memorize the Qur'an there are a lot of outside distractions. Conclusion. After the students take part in tahfiz learning, there are Islamic morals that can be applied, namely keistiqomahan, patience which is contrary to the previous morals of the students. (shrink)

Consumers are increasingly able to easily access health information online about food products. However, consumers have difficulty identifying reliable health information from diverse sources along with information about the coronavirus disease (COVID-19) pandemic because the inundation of information (both true and false) overwhelm consumers. We investigated the usefulness of a checklist confirmation scheme for identifying unreliable COVID-19-related health information. Data were collected from June 30–July 1, 2021. First, we measured 700 participants’ baseline health literacy levels by having them (...) read unreliable health information about the efficacy of green tea intake in preventing COVID-19 based on the results of animal experimentation. Second, participants read an explanation with a five-step flowchart of how to identify reliable health information. Thereafter, we remeasured participants’ health literacy levels. To identify the factors hindering the effect of the confirmation scheme, a logistic regression analysis was performed to calculate odds ratios (ORs) and 95% confidence intervals (CIs). Overall, 77.9% (293/376) of those with low health literacy levels at baseline still had low literacy after the intervention. The factor that hindered the confirmation scheme’s usefulness was benefit perceptions of food ingredients (OR: 0.493; 95% CI: 0.252–0.966). Consumers with higher benefit perceptions of a target product faced more difficulties using the confirmation scheme effectively. Therefore, the most effective strategies involve filtering information at the organizational level rather than the individual level, which should help consumers correctly identify misinformation concerning food and health and promote accurate decision-making. (shrink)

Financial distress in the hospitality industry affects both businesses and their employees. This study explores the perspectives of employees on financial distress within the hospitality sector in Imo State, Nigeria. The study addressed three research questions. Survey research design was adopted for the study. The study was carried out in Imo State Nigeria. 361 financial officers in the hotels within the hospitality industry in Owerri Imo State were the target population and random sampling was used to select 181 hotels whose (...) financial officers served as the study respondents. Structured questionnaire was specifically designed for this study. The data was analyzed using mean, and standard deviation to provide an overview of employee perspectives on financial distress. The results indicate that a wide range of variables, such as economic downturns, irregular revenue, high cost of living, and management concerns within businesses, are responsible for financial hardship among employees in the hotel industry in Imo State. Employees also mentioned that worry, anxiety, and job instability were direct effects of their financial hardship. Based on the results, a number of suggestions are made to lessen financial hardship. These include putting in place financial literacy initiatives for staff members, enhancing management-staff communication and transparency, supporting ethical labor practices, and encouraging social support systems within the workplace. (shrink)

Women constituting almost half of the population of a country are the major human resource and accordingly the involvment of women in every sphere - economic, social, political is urgently felt for the development of a country. Health is one of the major infrastructures to constitute a strong human resource and is emerging as a significant element of human capital and a vital indicator of human development. Improvement in the health status of women plays a very important role in the (...) improvement of socio-economic condition of an economy. In India nearly 70% of the population are coming from rural areas and are suffering and dying from preventable diseases due to unavailability and inaccessibility of health care services. Among the rural population women are the most sufferer. They are trapped in poverty, malnutrition, low level of literacy, and are facing high rate of infant and maternal mortality rate with low expectancy of life at birth etc. Providing sound health care to these rural women is the urgent need and accordingly the Government of India has launched National Rural Health Mission to improve the availability of and access to quality health care by people, especially for those residing in rural areas, the poor, and women. ASHA – one of the stakeholders of NRHM play a very important role in smoothening the delivery of health care services to the rural population specially the woman. A female from a village acts as an ASHA in improvising the health condition of the rural women. The present paper is prepared with the following objectives: 1. To study how ASHA is functioning in providing health care services. Methodology and data base: The study will be based on both primary and secondary data. The primary data will be collected by using multistage sampling. In the first stage of sample selection 2 Community Blocks of Karimganj will be selected at random. From the selected 2(two) Community Blocks 1 Gaon Panchayat from each Blocks will be selected on the basis of simple random sampling. From each of 2 selected Gaon Panchayat 2 villages will be selected by using simple random sampling. From each village 10% of total household will be surveyed and the ASHA workers will be directly interviewed. The main sources of secondary data are the official publication of governments. (shrink)

Abstract: The study sought to establish Tanzanian`s financial inclusion level, its determinant and whether the country`s financial inclusion levels have influence on the access to basic income, food, heath, employment and education service. Among the major determinants of financial inclusion are income, financial literacy and the geographical presence of financial institutions. With regard to the link between financial inclusion and livelihood indicators, it is found that greater financial inclusion promotes access to basic income, food, health and education for households (...) for the country, with differential effect of inclusion becoming wider when banking instead of total inclusion considered. The purpose of this paper is to assess the contribution of financial inclusion to the rural livelihood households. This has been analyzed with the theoretical background on financial access and livelihood, and by analyzing the primary data collected from five wards, Named; Pawaga, Kalenga, Ismani, Nduli and Kibebe in Iringa district. The results show that, there is a significant positive relationship between Financial Inclusion and the Rural Livelihood households in Tanzania. Access to, availing of formal banking services pave the way to positive changes in the rural livelihood status of households. With regard to rural households in Tanzania the country needs aggressive financial inclusion strategies to reduce access vulnerabilities and poverty. (shrink)

A fake news story can travel half way across the world as the truth puts on its socks. There are myriads of challenges facing journalists in spotting fake news hence its wide proliferation. Fake news has become a prominent subject of enquiry especially following its alleged influence of the 2016 general elections in US. Unfortunately, research on fake news has focused on social media, politics, elections, and economies. Few studies have focused on the challenges that TV journalists face in spotting (...) fake news prompting this study. The specific research question was; what are the challenges facing television journalists in spotting fake news in Kenya? The study adapted a relativist-constructivist/interpretivist ontology and epistemology, qualitative approach and multiple case study methodology. Data was generated through in-depth interviews, direct observation and documents review. The study used purposive sampling to generate data from 16 journalists. Data was then analysed in themes and presented in narrative form. Key findings were that in spotting fake news, journalists faced challenges like; loss of viewers, lack of authoritative contacts, sources who gave fake news for personal, business, political, and economic benefits, ability of fake news to camouflage real news, speed of fake news, typologies of fake news, live reporting, inexperienced correspondents and interns, and social media. The study concludes that the challenges facing journalists in spotting fake news were majorly based on sources, technology, education, skills and training, and its typology. The study therefore recommends that editorial boards invest in experts to train journalists on styles, architecture, propagation and use of fake news, inoculation of journalists and audiences, raising fake news literacy levels, and use of technology based approaches like reverse search and fact checking sites. (shrink)

The dissemination of information in times of crisis or emergency is distinctive since the affected individuals may take, process, and act on information differently. As the Centers for Disease Control and Prevention noted “the right message at the right time from the right person can save lives.” This study elaborates on the principles of crisis and emergency risk communication (CERC) in the realistic narrative, and notes that a successful CERC should be prompt, accurate, veracious, empathetic, respectful, and promote meaningful action. (...) Since pandemics are not only biomedical but also social, political, economic, and cultural incidents, critical communication in the time of a pandemic is of crucial significance. Hence, the Coronavirus (COVID-19) pandemic is assessed as a recent and important case study. This pandemic had four chief challenges; including that since the disease is caused by the novel SARS-CoV-2 virus the assumptions about the disease have been revised numerously and rapidly. In addition, the cumulative scale and scope of COVID-19 which is in excess of 627 million confirmed cases, and approximately 6.58 million deaths worldwide remained a strain. Another concern was the overwhelming uncertainty and evolving trajectory of the pandemic about how and when it ends or enters the endemic stage of the outbreak. Finally, the overabundance of amplification and dissemination of both accurate and inaccurate information led to an infodemic. Long before the COVID-19 pandemic, many individuals used the internet as an important resource for seeking health-related information. However, the infodemic and the other aforementioned challenges made distinguishing up-to-date accurate information a more arduous task, and CERC and pandemic-related communication are even more crucial. Hence, a multi-dimensional set of skills is required to overcome these challenges whether amidst or after the pandemic. Therefore, a multi-stakeholder approach towards an overarching and comprehensive metaliteracy that “provides an integrated and inclusive framework to cultivate critical thinking and proficiency in comprehending data, information, visuals and the media” is essential. This study recommends and elaborates on how to incorporate metaliteracy into crisis and risk communication at governmental, organizational, and individual levels. (shrink)

Fixing the problem won’t be easy, but humans’ sharpened focus on an emerging philosophy of data might give us some clue about where we will be heading for.

In the face of continuing assumptions by many scientists and journal editors that p-values provide a gold standard for inference, counter warnings are published periodically. But the core problem is not with p-values, per se. A finding that “p-value is less than α” could merely signal that a critical value has been exceeded. The question is why, when estimating a parameter, we provide a range (a confidence interval), but when testing a hypothesis about a parameter (e.g. µ = x) we (...) proceed as if “=” entails exact equality of the parameter with x. That standard is hard to meet, and is not a standard expected for power calculations, where we are satisfied to reject a null hypothesis H0 if the result is merely “detectably” different from (exact) H0. This paper explores, with resampling (simulation) methods, the impacts on p-values, and alternatives, if the null hypothesis is defined as a thick or thin range of values. It also examines, empirically, the extent to which the p-value may or may not be a good predictor of the probability that H0 is true, given the distribution of the data. (shrink)

Through the guidelines of D.O No. 22, s. 2021, the study finds that the majority of 304 teachers from both public elementary and secondary schools are married females between the ages of 30 and 40 with 1 to 4 years of work experience and 15,000 to 30,000 monthly income. Findings exposed the “high level of comprehension perceived” in financial knowledge, behavior, and attitude. Also, the perception of asset acquisitions as the highest priority, along with other relevant factors from budgeting and (...) decision-making and retirement preparedness, demonstrated “importance” in the level of their comprehension. The significant difference through test variation in teachers' retirement preparedness and asset acquisitions towards the age variable is significant. Thus, teachers' retirement preparedness based on their perceptions of budgeting has a strong impact on their teaching experience. Accordingly, financial literacy and retirement preparedness have an essential or direct relationship. This indicates a strong impact of financial preparedness on financial literacy. (shrink)

The point of departure of this paper is the striking similarities between the dispositions critical media literacy education aims to cultivate and the characteristics conspiracy theorists claim to embody. The golden question of critical literacy, “who benefits?” is in fact the central question of conspiracy theorists: “cui bono?” While critical media literacy educators teach learners to disrupt the common sense, to interrogate multiple viewpoints, to focus on sociopolitical issues, and to take actions and promote social justice, conspiracy (...) theorists claim that they do exactly those things. What I wish to illuminate through this juxtaposition, however, is not a way to clearly demarcate “critical” from “conspiratorial” theorizing, but is a question of educational desirability of skepticism. Skepticism in this paper is not understood as a classical epistemological question of the possibility of knowledge attainment, but as a form of vigilance toward epistemic authorities like the government, media, and academic institutions. Drawing on philosophy of conspiracy theories and political epistemology, I illuminate the problem of radical skepticism that characterizes some conspiracy theories and discuss the pivotal epistemic role of trust. Through this, I claim that critical media literacy education for democratic citizenship must strike a balance between cultivation of skepticism and building of trust toward epistemic authorities. (shrink)

Nowadays, protecting trust in social sciences also means engaging in open community dialogue, which helps to safeguard robustness and improve efficiency of research methods. The combination of open data, open review and open dialogue may sound simple but implementation in the real world will not be straightforward. However, in view of Begley and Ellis’s (2012) statement that, “the scientific process demands the highest standards of quality, ethics and rigour,” they are worth implementing. More importantly, they are feasible to work (...) on and likely will help to restore plausibility to social sciences research. Therefore, I feel it likely that the triplet of open data, open review and open dialogue will gradually emerge to become policy requirements regardless of the research funding source. (shrink)

Despite the widespread presence of public arts funding in liberal societies, some liberals find it unjustified. According to the Neutrality Objection, arts funding preferences some ways of life. One way to motivate this challenge is to say that a public goods-styled justification, although it could relieve arts funding of these worries of partiality, cannot be argued for coherently or is, in the end, too susceptible to impressions of partiality. I argue that diversity-based arts funding can overcome this challenge, because it (...) invests in non-excludable infrastructure that fosters cultural literacy. We all have some interest as citizens in living in a society which fosters cultural literacy, seeing as this helps others to understand us, supports us to understand ourselves, and helps alleviate confusion and alienation we feel toward social difference. While some of these benefits can be enjoyed by those who make and consume art, they are also gained by those who don’t, because arts funding affects the makeup of public spaces and the communicative practices we all use to make sense of the world. (shrink)

The potential to collect brain data more directly, with higher resolution, and in greater amounts has heightened worries about mental and brain privacy. In order to manage the risks to individuals posed by these privacy challenges, some have suggested codifying new privacy rights, including a right to “mental privacy.” In this paper, we consider these arguments and conclude that while neurotechnologies do raise significant privacy concerns, such concerns are—at least for now—no different from those raised by other well-understood (...) class='Hi'>data collection technologies, such as gene sequencing tools and online surveillance. To better understand the privacy stakes of brain data, we suggest the use of a conceptual framework from information ethics, Helen Nissenbaum’s “contextual integrity” theory. To illustrate the importance of context, we examine neurotechnologies and the information flows they produce in three familiar contexts—healthcare and medical research, criminal justice, and consumer marketing. We argue that by emphasizing what is distinct about brain privacy issues, rather than what they share with other data privacy concerns, risks weakening broader efforts to enact more robust privacy law and policy. (shrink)

The intent of this chapter is to suspend the belief in the goodness of literacy -- our chirographic bias -- in order to gain a deeper understanding of how the engagement with texts structures human consciousness, and particularly the minds of children. In the following pages literacy (a term which in this chapter refers to the ability to read and produce written text) is discussed as a consciousness altering technology. A phenomenological analysis of the act of reading shows (...) the child’s engagement with texts as a perceptual as well as a symbolic event that builds upon but also alters children’s speech acts. Speaking and reading are both forms of language use, but with different configurations of perceptual and symbolic qualities. Children’s literature uses textual technology and, intentionally or not, participates in structuring children’s pre-literate minds. Some of its forms, such as picture books and early readers, are directly intended to bridge the gap between the pre-literate listener and the literate reader and ease the transition into the literate state. It is my hope that the phenomenological analysis of the experiences of speaking and reading might help us understand more clearly how children’s literature impacts the minds of children. Such an analysis can awaken a critical awareness of the power that letters wield as they shape the reader’s psychological reality, and it can sharpen our sense of wonder about the metamorphosis of language from speaking to writing. (shrink)

Between 2006 and 2011, humanity accumulated 1,600 EB of data. As a result of this growth, there is now more data produced than available storage. This article explores the problem of “Big Data,” arguing for an epistemological approach as a possible solution to this ever-increasing challenge.

We critically engage two traditional views of scientific data and outline a novel philosophical view that we call the pragmatic-representational view of data. On the PR view, data are representations that are the product of a process of inquiry, and they should be evaluated in terms of their adequacy or fitness for particular purposes. Some important implications of the PR view for data assessment, related to misrepresentation, context-sensitivity, and complementary use, are highlighted. The PR view provides (...) insight into the common but little-discussed practices of iteratively reusing and repurposing data, which result in many datasets’ having a phylogeny—an origin and complex evolutionary history—that is relevant to their evaluation and future use. We relate these insights to the open-data and data-rescue movements, and highlight several future avenues of research that build on the PR view of data. (shrink)

This essay presents racial literacy and racial dexterity as educational desiderata, especially for white students. Racial literacy is defined as the ability to recognize and interpret racial nuances in real social engagements. Racial dexterity is defined as the ability to engage successfully with diverse racial contexts. After defining racial literacy and racial dexterity, Kevin Harrelson analyzes these skills by contrasting them with racial naivety and racial anxiety. He argues that transitioning from naivety to literacy, and from (...) anxiety to dexterity, requires treating cross-racial interactions as key learning events. (shrink)

What does it mean to be media literate in today’s world? How are we transformed by the many media infrastructures around us? We are immersed in a world mediated by information and communication technologies (ICTs). From hardware like smartphones, smartwatches, and home assistants to software like Facebook, Instagram, Twitter, and Snapchat, our lives have become a complex, interconnected network of relations. Scholarship on media literacy has tended to focus on developing the skills to access, analyze, evaluate, and create media (...) messages without considering or weighing the impact of the technological medium—how it enables and constrains both messages and media users. Additionally, there is often little attention paid to the broader context of interrelations which affect our engagement with media technologies. -/- This book addresses these issues by providing a transdisciplinary method that allows for both practical and theoretical analyses of media investigations. Informed by postphenomenology, media ecology, philosophical posthumanism, and complexity theory the author proposes both a framework and a pragmatic instrument for understanding the multiplicity of relations that all contribute to how we affect—and are affected by—our relations with media technology. The author argues persuasively that the increased awareness provided by this posthuman approach affords us a greater chance for reclaiming some of our agency and provides a sound foundation upon which we can then judge our media relations. This book will be an indispensable tool for educators in media literacy and media studies, as well as academics in philosophy of technology, media and communication studies, and the post-humanities. (shrink)

Since the release of OpenAI's ChatGPT, the world has entered a race to develop more capable and powerful AI, including artificial general intelligence (AGI). The development is constrained by the dependency of AI on the model, quality, and quantity of training data, making the AI training process highly costly in terms of resources and environmental consequences. Thus, improving the effectiveness and efficiency of the AI training process is essential, especially when the Earth is approaching the climate tipping points and (...) planetary boundaries. It is evident that AI can function better when trained to mimic certain human mental processes. Based on insights from quantum mechanics and the informational entropy-based notion of value, we suggest AI developers can enhance the AI training processes' effectiveness and efficiency by creating and implementing parameter systems that are capable of effectively assigning probabilities to informational quanta. Such systems can help reduce entropy within the system, which lowers the energy required for data storage and processing while decreasing the likelihood of information loss during training. Successfully applying the concept of information entropy-based value in AI development will be crucial for advancing generative AI and achieving AGI in a sustainable manner. (shrink)

Big Data has the potential to enable unprecedentedly rigorous quantitative modeling of complex human social relationships and social structures. When such models are extended to nonhuman domains, they can undermine anthropocentric assumptions about the extent to which these relationships and structures are specifically human. Discoveries of relevant commonalities with nonhumans may not make us less human, but they promise to challenge fundamental views of what it is to be human.