scholarly journals Disparities in Students’ Propensity to Consent to Learning Analytics

2020 ◽  
Author(s):  
Warren Li ◽  
Kaiwen Sun ◽  
Florian Schaub ◽  
Christopher Brooks

Use of university students’ educational data for learning analytics has spurred a debate about whether and how to provide students with agency regarding data collection and use. A concern is that students opting out of learning analytics may skew predictive models, in particular if certain student populations disproportionately opt out and biases are unintentionally introduced into predictive models. We investigated university students’ propensity to consent to learning analytics through an email prompt, and collected respondents’ perceived benefits and privacy concerns regarding learning analytics in a subsequent online survey. In particular, we studied whether and why students’ consent propensity differs among student subpopulations by sending our email prompt to a sample of 4,000 students at our institution stratified by ethnicity and gender. 272 students interacted with the email, of which 119 completed the survey. We identified that institutional trust, concerns with the amount of data collection versus perceived benefits, and comfort with instructors’ data access were key determinants in students’ decision to participate in learning analytics. We find that students identifying ethnically as Black were significantly less likely to respond and self-reported lower levels of institutional trust. Female students reported concerns with data collection but were also more comfortable with use of their data by instructors . Students’ comments corroborate these findings and we discuss the implications of these concerns on educational data collection.

Author(s):  
Warren Li ◽  
Kaiwen Sun ◽  
Florian Schaub ◽  
Christopher Brooks

AbstractUse of university students’ educational data for learning analytics has spurred a debate about whether and how to provide students with agency regarding data collection and use. A concern is that students opting out of learning analytics may skew predictive models, in particular if certain student populations disproportionately opt out and biases are unintentionally introduced into predictive models. We investigated university students’ propensity to consent to learning analytics through an email prompt, and collected respondents’ perceived benefits and privacy concerns regarding learning analytics in a subsequent online survey. In particular, we studied whether and why students’ consent propensity differs among student subpopulations bysending our email prompt to a sample of 4,000 students at our institution stratified by ethnicity and gender. 272 students interacted with the email, of which 119 also completed the survey. We identified that institutional trust, concerns with the amount of data collection versus perceived benefits, and comfort with instructors’ data use for learning engagement were key determinants in students’ decision to participate in learning analytics. We find that students identifying ethnically as Black were significantly less likely to respond and self-reported lower levels of institutional trust. Female students reported concerns with data collection but were also more comfortable with use of their data by instructors for learning engagement purposes. Students’ comments corroborate these findings and suggest that agency alone is insufficient; institutional leaders and instructors also play a large role in alleviating the issue of bias.


2021 ◽  
Vol 1 (1) ◽  
pp. 40-48
Author(s):  
Murat Yıldırım ◽  
Gökmen Arslan ◽  
Zane Asher Green ◽  
Farzana Ashraf ◽  
Daichi Sugawara ◽  
...  

The Meaning in Life Measure (MILM) is a new measure for assessing meaning in life by addressing problems associated with existing measures of meaning in life (absence of items related to reflectivity, felt sense, and mattering). For the first time, this study aimed to test the psychometric properties of the MILM for university students in Turkey. We used a sample of 376 university students (Mage=24.03±4.65 years) who participated in an online survey including the MILM, the Adult Dispositional Hope Scale, and the Depression, Anxiety, and Stress Scale – 21. To study the factor structure of the MILM, we firstly employed a dual approach including exploratory and confirmatory factor analysis, which provided support for the goodness of a two-factor model (experience and reflectivity). We secondly tested the convergent and predictive validity of the measure by respectively applying correlation and regression analyses. Our findings supported the convergent validity of the MILM, showing correlations with hope, anxiety, and depression. The predictive validity was also confirmed; the experience subscale of MILM uniquely predicted hope, anxiety, and depression after controlling for covariates (age and gender). Thirdly, our findings showed that the MILM and its subscales had high internal consistency reliability. The Turkish version of the MILM is provided to be a reliable and valid instrument for assessing meaning in life for university students in Turkey.


2021 ◽  
Vol 49 (7) ◽  
pp. 1-13
Author(s):  
Lujie Hao ◽  
Dan Liu ◽  
Jie Yin ◽  
Bingkun Lin ◽  
Xiaosan Zhang ◽  
...  

We explored the relationship between being phubbed by one's peers and selfie liking, and examined the mediating effect of attention seeking and the moderating effect of gender in this relationship. An online survey was conducted with 427 university students. The results reveal that peer phubbing was positively related to attention seeking and selfie liking. Further, attention seeking was positively related to selfie liking, and attention seeking mediated the relationship between peer phubbing and selfie liking. The indirect pathways involved gender differences, with a stronger indirect effect for men compared to that for women. Thus, gender moderated the relationship between peer phubbing and attention seeking, as well as the relationship between attention seeking and selfie liking. These findings illustrate that selfierelated behaviors may function as a buffer for being phubbed. Moreover, phubbed individuals are prone to engage in attentionseeking behavior and frequent selfie liking.


2021 ◽  
Vol 12 (3) ◽  
pp. 1618-1624
Author(s):  
SharhidaZawani S. Et.al

Purpose: This study aims to increase the awareness of fast food impact on body health and overweight status among public university students. Materials & methods: The sample size consists of 100 students of a public university. Data collection was conducted via an online survey. A survey was conducted by employing questionnaire and administered online. The questionnaire asked the students about their fast food consumption patterns that consist of their preferences, and trends of consumption. Result: The study demonstrates that one of the most popular fast food joints among public university students was McDonald’s (51%%). Majority of the respondents consume fast food only once or twice in a month (67%) and most of them consume fast food as a meal (67%). Conclusion: The overall findingsindicate that public university students' fast food level of intake is not impacted by their perceptions on fast food.


2021 ◽  
pp. 002205742199186
Author(s):  
David Obafemi Adebayo ◽  
Mohd Tajudin Ninggal

Social media is widely used by university students in modern times, although, serious psychological damage is caused to users through cyberbullying activities. This study examined the relationship between social media use and students’ cyberbullying behaviors in a west Malaysian public university. Correlational survey was adopted, while 400 undergraduates purposively selected from three faculties participated in the study. Questionnaire entitled “Engagement on Social Media Use (ESMU)” was used for data collection. Two hypotheses were tested using SEM-PLS3. Results indicated that social media use and gender significantly related to cyberbullying behaviors. Counseling is recommended to assist in stemming cyberbullying behaviors among undergraduates.


2021 ◽  
Vol 39 (15_suppl) ◽  
pp. 6520-6520
Author(s):  
Charles Stewart Kamen ◽  
Gwendolyn P. Quinn ◽  
Liz Garrett-Mayer ◽  
Melinda Kaltenbaugh ◽  
Shail Maingi ◽  
...  

6520 Background: Most oncology practices do not collect patients’ sexual orientation (SO) or gender identity (GI) (SOGI), prohibiting assessment of sexual and gender minority (SGM) patients’ cancer disparities and identification of such patients in cancer care or research. Studies report that 90% of SGM patients would disclose their SOGI, while 78% of clinicians believe that patients would not. Preliminary evidence indicates that SOGI disclosure improves health outcomes. Organizations, including ASCO and NIH, have called for routine SOGI data collection, but institutional barriers, e.g. lack of SOGI fields in EMRs, hinder progress. This study aimed to delineate institutional and individual-level factors related to SOGI data collection in oncology. Methods: From Oct to Nov 2020, an anonymous 54 item online survey was distributed to ASCO members via direct outreach, listservs and social media. The survey assessed whether respondents’ institutions collect SOGI data, factors related to SOGI data collection, respondents’ attitudes about SOGI data and SGM patients, and demographics. Simple and multiple logistic regression modeling determined factors associated with respondents’ reports of SOGI data collection at their institutions. Results: Nearly half of 257 respondents reported their institutions collect SO and GI data (42%, 48%, respectively); over a third reported their institutions did not collect SO or GI data (36%, 34%, respectively); and a fifth were unsure (22%, 18%, respectively). Collection of both SO and GI was associated in unadjusted models with leadership support and having resources for SOGI data collection. SO collection was also associated with type of institution, having an SGM family member, and belief that knowing SO is important for providing quality care. GI collection was associated with the respondent’s role, SO, political leaning, past SGM training, and belief that knowing GI is important for providing care. Odds ratios (OR) from adjusted models with 95% confidence intervals (CI) comparing respondents who reported SO or GI collection as “Yes” vs. “No” are reported (comparisons to “Unsure” not presented). Most respondents (79%) felt it was important to know both SO and GI to provide quality care, while 14% felt neither was important. Conclusions: Whether or not institutions collect SOGI data is related to many factors. Despite limited statistical power, the same three factors emerged as drivers of data collection: leadership support, resources and individuals’ attitudes. These are critical and possibly self-reinforcing elements for collecting SOGI data.[Table: see text]


2021 ◽  
Vol 3 (3) ◽  
pp. 731
Author(s):  
Ingrid Maisan ◽  
Kartika Nuringsih

In developed countries, there will be more and more people who are highly educated or educated, and vice versa, there will be more and more people who do not have jobs or are unemployed. The purpose of this study was to determine the effect of innovation, E-commerce, and gender on the entrepreneurial interest of Tarumanagara University students. The data collection method used a questionnaire distributed to 101 respondents. The data analysis method used in this study is SEM-PLS analysis using the SmartPLS application. The results of this study indicate that innovation has a positive and significant effect on interest in entrepreneurship, E-commerce has a positive and significant influence on interest in entrepreneurship, and gender does not have a positive and significant influence on interest in entrepreneurship. This causes innovation and E-commerce variables to become important keys in controlling the variable interest in entrepreneurship of Tarumanagara University students.Di negara yang maju, akan makin banyak orang yang berpendidikan tinggi atau terdidik, dan sebaliknya akan makin banyak juga orang yang tidak memliki pekerjaan atau pengangguran. Tujuan dari penelitian ini adalah untuk mengetahui pengaruh inovasi, Ecommerce, dan gender terhadap minat berwirausaha mahasiswa Universitas Tarumanagara. Metode pengumpulan data menggunakan kuesioner yang disebarkan kepada 101 responden. Metode analisis data yang digunakan dalam penelitian ini adalah analisis SEM-PLS menggunakan aplikasi SmartPLS. Hasil penelitian ini, menunjukan bahwa inovasi memiliki pengaruh positif dan signifikan terhadap minat berwirausaha, E-commerce memiliki pengaruh positif dan signifikan terhadap minat berwirausaha, dan gender tidak memiliki pengaruh positif dan signifikan terhadap minat berwirausaha. Hal ini menyebabkan variabel inovasi dan E-commerce menjadi kunci penting dalam upaya kontrol pada variabel minat berwirausaha mahasiswa Universitas Tarumanagara.


2020 ◽  
Author(s):  
Michael Bollwerk ◽  
Bernd Schlipphak ◽  
Joscha Stecker ◽  
Jens Hellmann ◽  
Gerald Echterhoff ◽  
...  

Threat perceptions towards immigrants continue to gain importance in the context of growing international migration. To reduce associated intergroup conflicts, it is crucial to understand the personal and contextual determinants of perceived threat. In a large online survey study (N = 1,184), we investigated the effects of ideology (i.e., Right-Wing Authoritarianism and Social Dominance Orientation), subjective societal status (SSS) and their interaction effects in predicting symbolic and realistic threat perceptions towards Middle Eastern immigrants. Results showed that ideology (higher RWA and SDO) and lower SSS significantly predicted both symbolic and realistic threat, even after controlling for income, education, age, and gender. Furthermore, ideology and SSS interacted significantly in predicting realistic threat, with higher levels of SDO and RWA enhancing the effect of SSS. In the discussion, we focus on the implications of our findings with respect to understanding societal conflicts, discuss methodological limitations, and provide directions for future research.


Author(s):  
Corina-Maricica Seserman ◽  
Daniela Cojocaru

Today’s teenagers have a very close relationship with ICTs and the digital space related to them, as they have impacted the way the youth constructs their sense of self and the tools they use to perform their carefully constructed identity. One key element which influences the way one constructs their views by themselves is within the boundaries set by their biological sex and therefore through the behaviors associated with their asigned gender. Through the symbolic interactionist lense, or more specifically through Goffman's dramaturgical theory on the manner in which one presents him/herself in society, this paper looks at the manner in which teenagers use social media platforms and at the way they consume and create digital content in order to present their gender identity. The way teenagers consume and produce digital content differs and depends on how they interpret their ideals of femininity and masculinity, which are afterwards reproduced in the content they post on their social media pages. Therefore this research is an attempt to understand what are the factors teenagers take in account when consuming and producing content. What gender differences can be observed in regards to new media consumption? What difference can be observed in online activity behaviors between males and females? How do they feel about their gender identity concerning fitting in with their peer group? A mix-methodological approach was engaged in the data collection process. In the first stage of the research highschool students (n=324) from the city of Suceava (Romania) participated in taking an online survey. The initial intent was to meet with the young respondents in person, but due to the COVID-19 pandemic this was deemed impossible. For the second stage of data collection, six of the participants who took the online survey were invited to participate in a focus group designed to grasp a better understanding of the results from the previous stage. The discovered findings uncover engaging gender similarities and differences in social media consumption and the type, subject, matter and style in which they posted their content, but also in regards to the performance of the self between the online and offline space.


2020 ◽  
Author(s):  
HARZIKO

ABSTRACK Ambiguity is a meaningful thing or has more than two meanings. Most people misinterpret what is read and hear. This can occur both in spoken speech and writing. This interpretation of more than one can raise doubts and confusion in making decisions about meaning referred to, so that the reader must be observant in grasping the meaning of that intended by the writer. Ambiguity at this level occurs because of the sounds of spoken language. sometimes it can be misinterpreted the meaning of a word or phrase because during a conversation the phrase or word is said too quickly. This study aims to describe the ambiguity of the Indonesian language used by Iqra University students in composing narratives and papers. This type of research is qualitative research that is naturally or in the context of a wholeness. by using descriptive collected in the form of words and not numbers. The data in this study are data that contain ambiguity using the theories of experts when analyzing. Data collection techniques namely after describing the form of words and phrases in Indonesian written by students after that are analyzed according to theory. the results showed that in students' essays there were words and phrases that contained ambiguity. Keyword: Ambiguitas, Narasi, Student


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