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1.
Heliyon ; 10(16): e35608, 2024 Aug 30.
Article in English | MEDLINE | ID: mdl-39220894

ABSTRACT

The integration of technology in higher education has transformed teaching, turning students into active participants in their learning. Faced with the limitations of conventional methods, the integration of technological and creative methods adapted to current demands is being sought. Proficiency in word processing and spreadsheets is crucial in university education, especially in social sciences and law, where the lack of specialized technical training affects academic performance. This study analyzes the impact of incorporating serious games with technological tools and active teaching methods on students' motivation, engagement and academic performance.

2.
Eur J Investig Health Psychol Educ ; 14(8): 2390-2403, 2024 Aug 18.
Article in English | MEDLINE | ID: mdl-39194952

ABSTRACT

BACKGROUND: This study aimed to investigate the prevalence of social anxiety symptoms (SASs) and its associated factors among middle-aged teachers in secondary education schools. METHODS: A cross-sectional survey was conducted from December 2023 to March 2024 among 341 secondary education schoolteachers aged 45-59 in Chiang Mai, Thailand, involving an online survey. Effects of psychosocial variables on SASs were investigated, including attachment anxiety, attachment avoidance, neuroticism and extraversion personality traits, loneliness, perceived social stress, job burnout, and anxiety and depression. Multiple linear regression was used to identify predictors of SASs. RESULTS: This study found that 98 out of 341 (28.7%) teachers presented SASs. Multiple linear regression analysis showed that marital status (ß = 0.103, 95% CI [0.437, 3.404]), income (ß = 0.087, 95% CI [0.049, 3.758]), extraversion (ß = -0.179, 95% CI [-0.573, -0.198]), attachment anxiety (ß = 0.165, 95% CI [0.106, 0.359]), attachment avoidance (ß = 0.145, 95% CI [0.066, 0.243]), depression (ß = 0.242, 95% CI [0.248, 0.862]), loneliness (ß = 0.182, 95% CI [0.099, 0.580]), and perceived social stress (ß = 0.235, 95% CI [0.131, 0.373]) were significant predictors of SASs, explaining 51.1% of the variance. CONCLUSION: This study discovered a relatively high prevalence of SASs among middle-aged secondary schoolteachers.

3.
Heliyon ; 10(15): e35381, 2024 Aug 15.
Article in English | MEDLINE | ID: mdl-39170169

ABSTRACT

More and more digital technologies are being integrated into school learning, and one strategy by policymakers to reinforce this trend is employing digital one-to-one approaches. For digital technologies to be fruitfully integrated into school-based learning scenarios, teachers and their anticipations are key. In our study, we want to explore how internal, external and technological factors affect the instructional anticipations of mathematics teachers in a digital one-to-one educational environment. Therefore, we employed a modified model of the Unified Theory of Acceptance and Use of Technology. Through our structural equation study, in which data from more than 900 mathematics teachers were analyzed, we identified that especially technological and external factors can predict mathematics teachers' instructional anticipations. Findings from our study could be particularly relevant for educational policymakers, informing them about the importance of factors or interventions related to educational technology implementation.

4.
Behav Sci (Basel) ; 14(7)2024 Jul 04.
Article in English | MEDLINE | ID: mdl-39062386

ABSTRACT

This study evaluates teacher self-efficacy perceptions among students in the Master's Degree in Secondary Education and Baccalaureate, Vocational Training, and Language Teaching (MDSE), as well as the variables influencing these perceptions and their connection to the program's training. The research sheds light on how self-efficacy affects views on concerns, feelings, and attitudes towards diversity and inclusive education in the current educational landscape. Out of 205 female and 100 male MDSE students surveyed, who are either graduates or nearing completion, data were gathered using the "Teacher Education in Secondary Education: Key Elements for Teaching in an Inclusive School for All" (FORPES-IN) questionnaire distributed across Spanish universities. Three primary instruments from the questionnaire were utilized: the Teachers' Self-Efficacy Short Form (TSES-SF), the Questionnaire for Future Secondary Education Teachers regarding Perceptions of Diversity, and the Revised Scale of Feelings, Attitudes, and Concerns about Inclusive Education (SACIE-R). Findings suggest that the majority of prospective teachers exhibit moderate-to-high levels of self-efficacy. Variables such as non-formal teaching experiences, the reason for joining the MDSE program, and regular interactions with vulnerable individuals, especially in Social and Health Science domains, moderately influence self-efficacy. This study reveals a strong link between the received training and the perceived level of self-efficacy. In particular, participants with higher self-efficacy feel better equipped to handle classroom diversity and rate the MDSE program positively. Areas for enhancement are identified, such as classroom management and diversified assessment strategies. Finally, a positive correlation is observed between high self-efficacy and positive attitudes toward disability, inclusive education principles, and reduced apprehensions about inclusive teaching.

5.
Eur J Investig Health Psychol Educ ; 14(7): 1881-1889, 2024 Jun 24.
Article in English | MEDLINE | ID: mdl-39056639

ABSTRACT

Violent behaviour in the secondary education stage is a serious concern that comes from low emotional control. Judo is a sport that requires self-control and high emotional competence to mitigate aggressive behaviours. This research presents the objectives of analysing the correlations of different types of aggressive behaviours before an intervention program with those after said program, as well as study the effect of emotions on aggressive behaviours before and after the intervention program through multigroup structural equation modelling. A quasi-experimental study was planned. It used a pre-test-post-test design in a population of 139 secondary school students (M = 15.76; SD = 1.066). The instruments were an ad hoc questionnaire, the Schutte Self-Report Inventory and the Violent Behaviour at School Scale. The data show that the intervention decreased the correlations between different types of violent behaviours. The results show an increase in the effect of emotional intelligence on mitigating aggressive attitudes. The promotion and use of contact sports is necessary to prevent the emergence of aggressive behaviours within a school environment.

6.
J Res Adolesc ; 34(3): 969-986, 2024 Sep.
Article in English | MEDLINE | ID: mdl-38952250

ABSTRACT

Adolescents' well-being at school is positively affected by social support from parents, teachers, and peers and negatively affected by academic stress. However, little is known about how specific academic stressors are related to study-related well-being profiles. This study used a person-centered approach to identify the profiles of high school students based on their school burnout (i.e., exhaustion and cynicism) and engagement levels to examine their associated levels of perceived academic stress, social support, and sociodemographic characteristics. Using cluster analysis on a sample of 540 high school students (67.8% girls), we identified five profiles labeled "Engaged" (22.4%), "Relaxed" (18.9%), "Overextended" (25.6%), "Disengaged" (17.6%), and "Burned out" (15.4%). The "Engaged" and "Relaxed" groups experienced similar levels of perceived social support, but the "Engaged" students showed higher academic stress levels. The "Overextended" group displayed high academic stress with lower social support, while the "Disengaged" group showed low stress with low social support. Finally, the "Burned out" group displayed the highest academic stress and the lowest perceived support. Results are discussed within the demands-resources model of school burnout and clinical implications are presented for each profile.


Subject(s)
Schools , Social Support , Stress, Psychological , Students , Humans , Female , Male , Adolescent , Students/psychology , Students/statistics & numerical data , Stress, Psychological/psychology , Stress, Psychological/epidemiology , France/epidemiology , Burnout, Psychological/psychology , Burnout, Psychological/epidemiology , Surveys and Questionnaires
7.
Sci Rep ; 14(1): 12956, 2024 06 05.
Article in English | MEDLINE | ID: mdl-38839872

ABSTRACT

Education plays a pivotal role in alleviating poverty, driving economic growth, and empowering individuals, thereby significantly influencing societal and personal development. However, the persistent issue of school dropout poses a significant challenge, with its effects extending beyond the individual. While previous research has employed machine learning for dropout classification, these studies often suffer from a short-term focus, relying on data collected only a few years into the study period. This study expanded the modeling horizon by utilizing a 13-year longitudinal dataset, encompassing data from kindergarten to Grade 9. Our methodology incorporated a comprehensive range of parameters, including students' academic and cognitive skills, motivation, behavior, well-being, and officially recorded dropout data. The machine learning models developed in this study demonstrated notable classification ability, achieving a mean area under the curve (AUC) of 0.61 with data up to Grade 6 and an improved AUC of 0.65 with data up to Grade 9. Further data collection and independent correlational and causal analyses are crucial. In future iterations, such models may have the potential to proactively support educators' processes and existing protocols for identifying at-risk students, thereby potentially aiding in the reinvention of student retention and success strategies and ultimately contributing to improved educational outcomes.


Subject(s)
Machine Learning , Schools , Student Dropouts , Humans , Student Dropouts/statistics & numerical data , Child , Adolescent , Female , Male , Longitudinal Studies , Students/psychology
8.
Heliyon ; 10(11): e31935, 2024 Jun 15.
Article in English | MEDLINE | ID: mdl-38882266

ABSTRACT

Access to digital technology in the 21st century has led to the emergence of media multitasking (MMT), which involves attempting to engage with multiple streams of media at the same time. This behaviour, which is frequently considered to be a form of inattention, has become increasingly prevalent in educational settings, such as undergraduate lectures. The aim of the present study was to examine volitional media-multitasking (MMT) during an asynchronous online lecture by giving participants the opportunity to engage with a secondary, non-required media stream (i.e., the game of snake). Participants (n = 222) were randomly assigned to either an Active condition, in which they could play the snake game using the arrow keys; or a Passive condition, in which they could watch the snake game, but could not play it. In both conditions, participants could toggle the snake game on and off, using a keypress. MMT was indexed behaviourally by measuring the percentage of time participants had the secondary stream toggled on (i.e., snake time percentage), a method pioneered by Ralph et al. (2020), and subjectively by asking participants to what extent they engaged with other media while the lecture was playing. Following the lecture, participants completed a multiple-choice quiz and self-reported their level of MMT. Our behavioural measure (i.e., snake time percentage) indicated that participants spent significantly more time MMT in the Active condition than the Passive condition. However, there were no significant differences in self-reported MMT or quiz performance across conditions. Furthermore, correlations between both measures of MMT and quiz performance were non-significant. Thus, the present study found no performance decrement as a result of, or in association with, increased volitional MMT.

9.
Int multiling res j ; 18(2): 173-195, 2024.
Article in English | MEDLINE | ID: mdl-38912379

ABSTRACT

STEM preparation-especially high school math course-taking-is a key predictor of college entrance. Previous research suggests that high school English learners (ELs) not only take fewer advanced math courses but also enroll in college at much lower rates than non-ELs-a group that includes former ELs. In the present study, we alter the analytic lens to examine whether ever-EL status, i.e., ever being identified for and receiving EL services, moderates the relationship between advanced math and college enrollment. Essentially, do ever-EL students experience the same boost to college enrollment from advanced math as their peers? We employ multilevel models to analyze statewide, longitudinal, administrative K-12 and higher education data to examine how ever-EL status and advanced math-and the interaction between the two-predict high school graduation, college application and enrollment, and level of college attended. Results show that both measures are associated with a greater likelihood of graduating from high school, applying to a four-year college, and enrolling in any college. We also find that ever-EL status moderates the relationship between advanced math and college enrollment, with important implications for students' access to four-year colleges. Ultimately, ever-EL students experience different returns on advanced math relative to never-ELs.

10.
J Psychoeduc Assess ; 42(3): 293-307, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38764727

ABSTRACT

Research that uses self-report measures to examine the complexity of self-regulated learning (SRL) and academic challenges for adolescents is limited. This study examined the psychometric property of the Self-Regulated Learning Profile and Self-Diagnostic (SRL-PSD) instrument and addressed the multi-components of SRL and academic challenges for adolescents. Participants were 358 adolescents from a Canadian middle school. The subscales of SRL-PSD were administered to students through LimeSurvey during a 25-min instructional session over two days. Results demonstrated the SRL-PSD was a reliable and valid self-report instrument to measure adolescents' SRL practices and academic challenges. Also, all types of SRL practices and academic challenges were significantly intercorrelated. Additionally, all types of SRL practices were positively associated with school engagement, whereas all types of academic challenges were negatively associated with school engagement. Overall, this study provides a validated self-report measure for educators and researchers to examine adolescents' SRL practices and academic challenges.

11.
Scand J Psychol ; 2024 May 24.
Article in English | MEDLINE | ID: mdl-38785185

ABSTRACT

INTRODUCTION: The Positive Youth Development (PYD) framework is a strengths-based approach to adolescence that states that adolescents will thrive if nurtured by the right developmental assets. The family is one of the most important developmental assets, but studies about the relationship between family dynamics and the overall PYD of adolescents are scarce. OBJECTIVE: The present study aims to examine the associations between five family dynamics indicators and PYD, while taking into account the role of gender. METHODS: A cross-sectional study was carried out with a representative sample of adolescents from the city of Huelva, Spain (n = 1,036). Data were collected in 14 randomly selected secondary education schools. A Structural Equation Model (SEM) was tested to determine the effect of family dynamics on PYD, both for the whole sample and within each gender. RESULTS: The SEM for the whole sample showed a positive effect of the family dynamics factor on the PYD factor, explaining 51.8% of its variance. The indicators of satisfaction with the relationship with the mother, satisfaction with the relationship with the father, frequency of engaging in joint family activities on weekends, and frequency of sharing daily occurrences at home showed factor loadings over 0.50, while the indicator of frequency of contribution to household chores had the lowest loading. The family dynamics factor in the model with the subsample of girls explained 54.8% of the variance in PYD, while in the SEM with the subsample of boys this factor explained 47.6% of it. Additionally, among girls, the relative influence of satisfaction in the relationship with the parents, as well as of frequently discussing the day at home, is higher than among boys. CONCLUSION: These results highlight a strong association between family dynamics indicators and PYD among adolescents and indicate that this relationship is stronger for girls than for boys. Intersectoral policies enhancing improvements in family dynamics (e.g., facilitating the practice of joint family activities on weekends) may have a relevant impact on PYD.

12.
BMC Med Educ ; 24(1): 595, 2024 May 30.
Article in English | MEDLINE | ID: mdl-38816845

ABSTRACT

BACKGROUND: In Canada, disparities between Indigenous and non-Indigenous Peoples continue to exist in health and education because of the past and current harms of racism and colonization. One step towards closing health gaps is clinicians who can provide health and social care services that are free of racism and mistrust. Indigenous health providers are in the best position to provide this culturally relevant and safe care to their own communities. Therefore, more Indigenous students graduating from health professional programs are required to meet these needs. Indigenous identity support can be a facilitator for Indigenous student academic success but developing one's Indigenous identity can be challenging in post-secondary education environments. We explored how Indigenous rehabilitation students expressed, and wanted to be supported in their identity and academic success. METHODS: Using a narrative inquiry approach, we conducted interviews with seven students from the occupational, physical, and respiratory therapy programs of a Canadian university. Students were asked to tell their story of learning about, applying to, and being in their rehabilitation program and how their Indigenous identity impacted these experiences. Data analysis was conducted by Indigenous and non-Indigenous team members, analyzing the stories on interaction of the participant with (1) themselves and others, (2) time, and (3) situation or place. RESULTS: The researchers developed seven mini-stories, one for each participant, to illustrate the variation between participant experiences in the development of their Indigenous and professional identity, before and during their rehabilitation program. The students appreciated the opportunities afforded to them by being admitted to their programs in a Indigenous Peoples category, including identity affirmation. However, for most students, being in this category came with feared and/or experienced stigma. The work to develop a health professional identity brought even more complexity to the already complex work of developing and maintaining an Indigenous identity in the colonized university environment. CONCLUSION: This study highlights the complexity of developing a rehabilitation professional identity as an Indigenous student. The participant stories call for universities to transform into an environment where Indigenous students can be fully accepted for their unique gifts and the identities given to them at birth.


Subject(s)
Social Identification , Humans , Canada , Female , Male , Cultural Diversity , Health Services, Indigenous/organization & administration , Students, Health Occupations/psychology , Qualitative Research
13.
Behav Sci (Basel) ; 14(4)2024 Mar 24.
Article in English | MEDLINE | ID: mdl-38667067

ABSTRACT

Learning management systems (LMSs) have received substantial global attention and have undergone extensive research, with most discussions focusing on users' acceptance and continuation of LMS use in the higher education sector. However, research is scarce in terms of identifying the factors that are advantageous to K-12 students' learning and satisfaction when using LMSs for language learning. This study aims to examine the impacts of internal and contextual factors on secondary students' learning satisfaction and English achievement when using LMSs. Data were collected from 289 students through an online survey. The results of the structural equation modeling showed that satisfaction had the most significant impact on English achievement. Furthermore, both internal and contextual factors, including technology self-efficacy, interest, task value, teacher support, and technology facilitation, positively impacted learning satisfaction with LMSs. In addition, teacher support exerted the strongest impact on satisfaction, followed by interest and technology self-efficacy. However, only internal factors, such as interest and task value, were positively associated with English achievement. Neither teacher support nor technology facilitation significantly impacted English performance. Given the increasing availability of LMS usage, the findings of this study can facilitate the more effective implementation of LMSs in China and globally. The study contributes to the theory and practice of LMSs use in K-12 English education. The limitations and implications of the study were discussed as well.

14.
BMC Pregnancy Childbirth ; 24(1): 250, 2024 Apr 08.
Article in English | MEDLINE | ID: mdl-38589785

ABSTRACT

BACKGROUND: Antenatal care (ANC) is critical to reducing maternal and infant mortality. However, sub-Saharan Africa (SSA) continues to have among the lowest levels of ANC receipt globally, with half of mothers not meeting the WHO minimum recommendation of at least four visits. Increasing ANC coverage will require not only directly reducing geographic and financial barriers to care but also addressing the social determinants of health that shape access. Among those with the greatest potential for impact is maternal education: past research has documented a relationship between higher educational attainment and antenatal healthcare access, as well as related outcomes like health literacy and autonomy in health decision-making. Yet little causal evidence exists about whether changing educational policies can improve ANC coverage. This study fills this research gap by investigating the impact of national-level policies that eliminate tuition fees for lower secondary education in SSA on the number of ANC visits. METHODS: To estimate the effect of women's exposure to tuition-free education policies at the primary and lower secondary levels on their ANC visits, a difference-in-difference methodology was employed. This analysis leverages the variation in the timing of education policies across nine SSA countries. RESULTS: Exposure to tuition-free primary and lower secondary education is associated with improvements in the number of ANC visits, increasing the share of women meeting the WHO recommendation of at least four ANC visits by 6-14%. Moreover, the impact of both education policies combined is greater than that of tuition-free primary education alone. However, the effects vary across individual treatment countries, suggesting the need for further investigation into country-specific dynamics. CONCLUSIONS: The findings of this study have significant implications for policymakers and stakeholders seeking to improve ANC coverage. Removing the tuition barrier at the secondary level has shown to be a powerful strategy for advancing health outcomes and educational attainment. As governments across Africa consider eliminating tuition fees at the secondary level, this study provides valuable evidence about the impacts on reproductive health outcomes. While investing in free education requires initial investment, the long-term benefits for both human development and economic growth far outweigh the costs.


Subject(s)
Health Literacy , Prenatal Care , Pregnancy , Female , Humans , Prenatal Care/methods , Educational Status , Infant Mortality , Africa South of the Sahara
15.
Heliyon ; 10(8): e29177, 2024 Apr 30.
Article in English | MEDLINE | ID: mdl-38644877

ABSTRACT

The development of programming skills and computational thinking in the formal educational context is one of the most recent horizons set by many educational systems worldwide. Although the first computational thinking initiatives are being applied from the earliest school ages, this research focuses on the secondary education level. Specifically, the objective is the following: to analyse the implementation of Arduino, as well as the benefits and opportunities it brings to secondary school students. For this purpose, documentary research has been undertaken applying a systematic review according to the PRISMA 2020 framework following the PiCoS strategy. Atlas.ti 9 was used to analyse the information. Out of 316 papers identified, 37 were included in the research. In relation to the results, Arduino is primarily used in technology and physics subjects, although it is also used to develop interdisciplinary STEAM projects. As a rule, it is used to learn programming languages, but likewise as a resource to develop science experiments. LED lights, servomotors and breadboards are among the most commonly used resources together with the Arduino board. and Scratch was the most widely used software. The initiatives implemented have yielded both positive and negative results, for example, one drawback is that some projects are very difficult, and some achievements such as: increased motivation towards the contents addressed or also the development of some soft skills, such as problem solving.

16.
Br J Educ Psychol ; 2024 Mar 19.
Article in English | MEDLINE | ID: mdl-38503561

ABSTRACT

BACKGROUND: Students make many errors in visual programming. In order to learn from these, it is important that students regulate their emotions and view errors as learning opportunities. AIMS: This study aimed to explore to what extent momentary emotions, specifically enjoyment, anxiety and boredom, as well as the error learning orientation of students, interacted during a 1-day course on visual programming in an out-of-school learning environment. SAMPLES: The sample consisted of 269 lower secondary school students (grades 7-9). METHODS: The data were collected in an intervention study, with questionnaires applied directly before and after the course, and with four measurements of state emotions during the course. RESULTS: The results showed that error learning orientation had an expected effect on the students' emotions at the beginning of the course. The emotions changed positively over the course of the workshop, while the error learning orientation remained stable. No differences in error learning orientation were found between the control and intervention groups. An expected, reciprocal effect of students' emotions on their error learning orientation at the end of the course day could not be found. CONCLUSION: Changes in error learning orientation are difficult to achieve during 1-day courses. Nevertheless, through targeted, pedagogical approaches, which aim to minimize the influence of unfavourable emotions that occur in problem-oriented learning situations, teachers could help students develop a positive error learning orientation in the long term, whereby errors are viewed as an opportunity for learning.

17.
Heliyon ; 10(6): e28105, 2024 Mar 30.
Article in English | MEDLINE | ID: mdl-38545130

ABSTRACT

"Flipped classroom" has subverted the traditional classroom teaching model and is believed to have a positive impact on knowledge acquisition and skill training for higher education students. The pre-class learning phase is considered a key factor in the success of flipped classrooms. However, currently, the pre-class learning phase of flipped classrooms mainly relies on video watching, which makes students passive receivers. Teachers need to invest a lot of time and resources in developing online videos, which greatly increases students' learning time and tasks. This also hinders the promotion of this teaching model. This study designs a pre-active learning strategy based on student participation in video production and a flipped classroom teaching model, and uses questionnaire surveys and interviews to observe students' reactions, explore its impact on students' satisfaction, and empirically analyze the path it affects students' satisfaction. We found that in the pre-class phase, the greater the ease of use and usefulness perceived by students in video production, the higher the students' satisfaction. Perceived enjoyment and perceived value are important intermediary paths. In addition, based on the research results, this study proposes suggestions for a flipped classroom teaching model based on video production. The results of this study will provide important references for the pre-class learning phase of flipped classrooms.

19.
Heliyon ; 10(3): e24709, 2024 Feb 15.
Article in English | MEDLINE | ID: mdl-38314273

ABSTRACT

After the recent hard attempts felt on a global scale, notably in the health sector, the steady efforts of scientists have been materialized in maybe one of the most expected findings of the last decades, i.e. the launching of the COVID-19 vaccines. Although it is not our goal to plead for vaccination, as the decision in this regard is a matter of individual choice, we believe it is necessary and enlightening to analyze how one's educational status interferes with COVID-19 vaccination. There are discrepancies between world states vis-à-vis their well-being and their feedback to crises, and from the collection of features that can segregate the states in handling vaccination, in this paper, the spotlight is on education. We are referring to this topic because, generally, researches converge rather on the linkage between economic issues and COVID-19 vaccination, while education levels are less tackled in relation to this. To notice the weight of each type of education (primary, secondary, tertiary) in this process, we employ an assortment of statistical methods, for three clusters: 45 low-income countries (LICs), 72 middle-income countries (MICs) and 53 high-income countries (HICs). The estimates suggest that education counts in the COVID-19 vaccination, the tertiary one having the greatest meaning in accepting it. It is also illustrated that the imprint of education on vaccination fluctuates across the country groups scrutinized, with HICs recording the upper rates. The heterogeneity of COVID-19 vaccination-related behaviors should determine health authorities to treat this subject differently. To expand the COVID-19 vaccines uptake, they should be in an ongoing dialogue with all population categories and, remarkably, with those belonging to vulnerable communities, originated mostly in LICs. Education is imperative for vaccination, and it would ought to be on the schedule of any state, for being assimilated into health strategies and policies.

20.
Heliyon ; 10(2): e24173, 2024 Jan 30.
Article in English | MEDLINE | ID: mdl-38293402

ABSTRACT

Persona development techniques are a well-established method to create relatable descriptions of representatives of target users of digital systems. In the field of education, research on learner characteristics has yielded comprehensive results that can help advance educational approaches. Nonetheless, these results often remain abstract and distant for researchers and practitioners. Personas offer a bridge to make this knowledge more accessible and to facilitate user-centred design processes. This study focuses on creating personas of mathematics school students to ease such accessibility. These personas are constructed based on an understanding of learners' goals, needs, challenges and problems, joys, fears, feelings and emotions, and strategies. Data collection was conducted through a multifaceted approach, encompassing qualitative and quantitative data from web surveys, think-aloud protocols, and interviews. The target demographic comprised upper secondary school mathematics students in Austria. We found five distinct patterns of characteristics prevalent in this target group. The patterns of characteristics reflected by the personas complement the scientific body of knowledge obtained from traditional approaches investigating characteristics and needs of learners. In practical terms, these personas empower the development of user-centred digital systems, learning materials, and lessons, thus fostering an enriched educational experience for mathematics students.

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