Do Search Algorithms Endanger Democracy? An Experimental Investigation of Algorithm Effects on Political Polarization

ABSTRACT

This study examines algorithm effects on user opinion, utilizing a real-world recommender algorithm of a highly popular video-sharing platform, YouTube. We experimentally manipulate user search/watch history by our custom programming. A controlled laboratory experiment is then conducted to examine whether exposure to algorithmically recommended content reinforces and polarizes political opinions. Results suggest that political self-reinforcement, as indicated by the political emotion-ideology alignment, and affective polarization are heightened by political videos – selected by the YouTube recommender algorithm – based on participants’ own search preferences. Suggestions for how to reduce algorithm-induced political polarization and implications of algorithmic personalization for democracy are discussed.     

Young Children's Aspirations in Science: The unequivocal,the uncertain and the unthinkable

Students' lack of interest in studying science and in science-related careers is a concern in the UK and worldwide. Yet there is limited data, particularly longitudinal, on the sources and development of science-related aspirations. In response, the ASPIRES (Science Aspirations and Career Choice: Age 10–14) longitudinal study is investigating the development of students' educational and occupational aspirations over time. In the first phase of the project, a questionnaire exploring science-related aspirations and interests was completed by over 9,000 primary school students across England. This survey allowed us to explore possible associations between attitudes and aspirations, links which have not been investigated in previous attitudinal studies of this scope. Overall, students expressed positive attitudes to science, reported positive parental attitudes to science and held very positive images of scientists. Multilevel modelling analyses revealed that aspirations in science were most strongly related to parental attitudes to science, attitudes to school science and self-concept in science, and are also associated with students' gender, ethnicity and cultural capital. However, the images students held of scientists were not as closely related to aspirations. These factors are discussed in more detail within the paper, alongside a consideration of possible school-related effects.     

Science career aspiration and science capital in China and UK: a comparative study using PISA data

ABSTRACT

The concept of science capital has a growing influence in science education research for understanding young people’s science trajectories. Popularised in the UK, this paper aims to extend and evaluate the applicability of science capital in the context of China by drawing on PISA2015. More specifically, we make use of existing items in the PISA2015 survey as a proxy for operationalising the construct of science capital to explore the science career aspirations and attainments of 15-year-old Chinese and UK students (n?=?23,998). Our findings indicate that science capital has more explanatory power for understanding UK students’ science career aspirations than for Chinese students, where science attainment seems most important. We raise the potential challenge for Chinese students to convert their science capital into scientific self-efficacy and science career aspirations as we highlight the importance of recognising cultural and national differences in operationalising science capital.     

大学与高中的八点不同

1.高中向往大学,大学怀念高中;2.高中目标是满分,大学目标是及格;3.高中老师朝你要家里电话(以便请个家长什么的),大学你朝老师要家里电话(嘿嘿嘿,目的大家心照吧);4.高中天天鸡鸭鱼肉仍然消瘦,大学顿顿清汤白水难挡发福;5.高中总嫌没有好电视,大学放假回家抱着电视不撒手;6.高中内衣从不往卫生间晾因为怕老爸看到,大学隔三差五挥舞一条十分艳丽的内衣怒吼:“谁的谁的?干了还不收!”7.高中异性恋爱是新闻,大学同性恋爱是新闻;8.高中奇怪为什么那么多人上了大学还自杀,大学奇怪为什么那么多人上了大学还活着。大学与高中的八点不同@Billy…     

‘I’m good,but not that good’: digitally-skilled young people’s identity in computing

Computers and information technology are fast becoming a part of young people’s everyday life. However, there remains a difference between the majority who can use computers and the minority who are computer scientists or professionals. Drawing on 32 semi-structured interviews with digitally skilled young people (aged 13–19), we explore their views and aspirations in computing, with a focus on the identities and discourses that these youngsters articulate in relation to this field. Our findings suggest that, even among digitally skilled young people, traditional identities of computing as people who are clever but antisocial still prevail, which can be unattractive for youths, especially girls. Digitally skilled youths identify with computing in different ways and for different reasons. Most enjoy doing computing but few aspired to being a computer person. Implications of our findings for computing education are discussed especially the continued need to broaden identities in computing, even for the digitally skilled.     

“Science capital”: A conceptual,methodological, and empirical argument for extending bourdieusian notions of capital beyond the arts

This paper sets out an argument and approach for moving beyond a primarily arts‐based conceptualization of cultural capital, as has been the tendency within Bourdieusian approaches to date. We advance the notion that, in contemporary society, scientific forms of cultural and social capital can command a high symbolic and exchange value. Our previous research [Archer et al. (2014) Journal of Research in Science Teaching 51, 1–30] proposed the concept of “science capital” (science‐related forms of cultural and social capital) as a theoretical lens for explaining differential patterns of aspiration and educational participation among young people. Here, we attempt to theoretically, methodologically, and empirically advance a discussion of how we might conceptualize science capital and how this might be translated into a survey tool for use with students. We report on findings from a survey conducted with 3658 secondary school students, aged 11–15 years, in England. Analysis found that science capital was unevenly spread across the student population, with 5% being classified as having “high” science capital and 27% “low” science capital. Analysis shows that levels of science capital (high, medium, or low) are clearly patterned by cultural capital, gender, ethnicity, and set (track) in science. Students with high, medium, or low levels of science capital also seem to have very different post‐16 plans (regarding studying or working in science) and different levels of self‐efficacy in science. They also vary dramatically in terms of whether they feel others see them as a “science person.” The paper concludes with a discussion of conceptual and methodological issues and implications for practice. © 2015 The Authors. Journal of Research in Science Teaching Published by Wiley Periodicals, Inc. J Res Sci Teach 52: 922–948, 2015.     

The relationship between the WISC-III and the WRAT3 in a sample of rural referred children

The purpose of the present study was to examine the relationship between the Wechsler Intelligence Test for Children-III and the Wide Range Achievement Test, 3rd Edition. The study investigated the scores of 37 children in a rural Arkansas school district who were referred for evaluation because of academic difficulties. The children ranged in age from 6 to 16 years and included 35 Whites and 2 Blacks, with 22 males and 15 females. The findings indicated that the WRAT3 correlations with the WISC-III ranged from .42 to .66. These findings are consistent with others on the general correlations between IQ and achievement test scores.     

Activity and recovery cycles and skill involvements of successful and unsuccessful elite rugby league teams: A longitudinal analysis of evolutionary changes in National Rugby League match-play

We investigated changes in activity and recovery cycles and skill involvements: (1) during National Rugby league (NRL) match-play from 2004 to 2014 and (2) among successful and unsuccessful teams over the same period. Teams were divided into 4 tiers according to final ladder position: (A) 1st–4th, (B) 5th–8th, (C) 9th–12th and (D) 13th–16th. Total, mean and maximum ball-in-play time decreased, while recovery time increased from 2004 to 2014. Offensive and defensive skill involvements changed differentially over time with moderate to large reductions in the number of play-the-balls, offloads and missed tackles, and moderate to large increases in the number of passes, tackles made and ineffective tackles. The gap between Tier A and Tier D decreased for mean activity time and the proportion of short (<45 s) ball-in-play periods. Conversely, the gap between Tier A and Tier D increased for skill involvements, with Tier A completing more play-the-balls, and Tier D performing a greater number of offloads, and total, missed and ineffective tackles. Our results demonstrate the decreasing ball-in-play demands of NRL competition over 11 seasons. However, our data also highlight the narrowing gap in ball-in-play demands, and increasing gap in skill involvements between the top tier and bottom tier teams.