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Research

Publications:(* indicates the corresponding author)
English
25
Political ideology predicts preventative behaviors and infections amid COVID-19 in democracies

2022

Hans H.Tung, Teng-Jen Chang, Ming-Jen Lin

Social Science & Medicine

Can one's political ideology predict his or her testing positive for COVID-19 and how? The present study leveraged a recent (April–May 2020) survey of 27,260 individuals across 27 democracies to investigate the associations between political ideology and coronavirus infections. Our individual-level data and mediation analyses allow us to tease out different correlational paths according to which one's political ideology affects his or her infection. We found a more right-leaning attitude to be associated with a higher probability of testing positive both directly and indirectly through conspiracy theory beliefs and physical distancing. Moreover, our cross-national investigation also found that becoming more right-leaning in ideology was associated with a higher level of perceived risk of COVID-19 infection, which made one less likely to test positive. Combined, we provide a more nuanced understanding of the role played by political ideology in the current pandemic, on which the design of a more effective risk communication strategy can be based.

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24
Predicting attitudinal and behavioral responses to COVID-19 pandemic using machine learning

2022

Tomislav Pavlović, Flavio Azevedo, Koustav De, Julián C Riaño-Moreno, Marina Maglić, Lin, Ming-Jen.... more

PNAS Nexus

At the beginning of 2020, COVID-19 became a global problem. Despite all the efforts to emphasize the relevance of preventive measures, not everyone adhered to them. Thus, learning more about the characteristics determining attitudinal and behavioral responses to the pandemic is crucial to improving future interventions. In this study, we applied machine learning on the multi-national data collected by the International Collaboration on the Social and Moral Psychology of COVID-19 (N = 51,404) to test the predictive efficacy of constructs from social, moral, cognitive, and personality psychology, as well as socio-demographic factors, in the attitudinal and behavioral responses to the pandemic. The results point to several valuable insights. Internalized moral identity provided the most consistent predictive contribution—individuals perceiving moral traits as central to their self-concept reported higher adherence to preventive measures. Similar was found for morality as cooperation, symbolized moral identity, self-control, open-mindedness, collective narcissism, while the inverse relationship was evident for the endorsement of conspiracy theories. However, we also found a non-negligible variability in the explained variance and predictive contributions with respect to macro-level factors such as the pandemic stage or cultural region. Overall, the results underscore the importance of morality-related and contextual factors in understanding adherence to public health recommendations during the pandemic.

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23
National identity predicts public health support during a global pandemic

2022

with Jay J. Van Bavel, Aleksandra Cichocka, Charles Crabtree, Dartmouth, Yusaku Horiuchi, Ming-Jen Lin, Hans Tung, et al.

Nature Communications volume 13, Article number: 517

Changing collective behaviour and supporting non-pharmaceutical interventions is an important component in mitigating virus transmission during a pandemic. In a large international collaboration (Study 1, N = 49,968 across 67 countries), we investigated self-reported factors associated with public health behaviours (e.g., spatial distancing and stricter hygiene) and endorsed public policy interventions (e.g., closing bars and restaurants) during the early stage of the COVID-19 pandemic (April-May 2020). Respondents who reported identifying more strongly with their nation consistently reported greater engagement in public health behaviours and support for public health policies. Results were similar for representative and non-representative national samples. Study 2 (N = 42 countries) conceptually replicated the central finding using aggregate indices of national identity (obtained using the World Values Survey) and a measure of actual behaviour change during the pandemic (obtained from Google mobility reports). Higher levels of national identification prior to the pandemic predicted lower mobility during the early stage of the pandemic (r = −0.40). We discuss the potential implications of links between national identity, leadership, and public health for managing COVID-19 and future pandemics.

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22
Using Facebook data to predict the 2016 U.S. presidential election

2021

Keng-Chi Chang ,Chun-Fang Chiang ,Ming-Jen Lin

PLoS ONE

We use 19 billion likes on the posts of top 2000 U.S. fan pages on Facebook from 2015 to 2016 to measure the dynamic ideological positions for politicians, news outlets, and users at the national and state levels. We then use these measures to derive support rates for 2016 presidential candidates in all 50 states, to predict the election, and to compare them with state-level polls and actual vote shares. We find that: (1) Assuming that users vote for candidates closer to their own ideological positions, support rates calculated using Facebook predict that Trump will win the electoral college vote while Clinton will win the popular vote. (2) State-level Facebook support rates track state-level polling averages and pass the cointegration test, showing two time series share similar trends. (3) Compared with actual vote shares, polls generally have smaller margin of errors, but polls also often overestimate Clinton’s support in right-leaning states. Overall, we provide a method to forecast elections at low cost, in real time, and based on passively revealed preference and little researcher discretion.

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21
Anti-ELAB Movement, National Security Law, and heterogeneous institutional trust in Hong Kong

2021

Hans H. Tung, Ming-Jen Lin,
Yi-Fan Lin

Japanese Journal of Political Science

How does repression on opposition protests affect citizens' institutional trust under dictatorships? There has been a burgeoning literature investigating empirically both long- and short-term impacts of protests and their repression on citizens' political preferences in both democratic and nondemocratic contexts. Yet, the literature tells us relatively little about how the above question could be answered. This paper tries to answer this question by taking advantage of a recent natural experiment in Hong Kong when Beijing suddenly adopted the National Security Law (NSL) in June 2020 to repress dissidents' protest mobilization. Our findings are twofold. First of all, the NSL drove a wedge in the Hong Kong society by making the pro-establishment camp more satisfied with the post-NSL institutions on the one hand, while alienating the pro-democracy camp who lost tremendous trust in them on the other. Second, our study also reveals that one's trust in institutions is significantly associated with the regimes' ability to curb protesters' contentious mobilization. The Hong Kongers who had higher confidence in the NSL to rein in protests would also have a greater level of trust than those who didn't. The effect, however, is substantially smaller among pro-democracy Hong Kongers except for their trust in monitoring institutions. As Beijing is transforming Hong Kong's current institutions from within hopes of bringing about a new political equilibrium, our study helps provide a timely assessment of Hong Kong's institutional landscape and sheds light on how likely this strategy can work.

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Chinese
3
乾淨用水對長期健康及教育成就的影響:以1909-1933日治時期臺灣的水道建設為例 (The Effect of Clean Water on Long Term Health and Education Outcome: Evidence from Japanese Colonial Taiwan 1909-1933)

2012

林明仁*、賴建宇

經濟論文叢刊, 40(1), pp 1-35.(Ming-Jen Lin* & Jason Lai(2011), "The Effect of Clean Water on Long Term Health and Education Outcome: Evidence from Japanese Colonial Taiwan 1909-1933",Taiwan Economic Review,40(1), pp 1-35.)

本文之目的在於探討乾淨用水對一個人長久的影響。利用日治時期所留下的各類統計書,結合臺閩地區戶口及住宅普查(1980)與中老年身心社會生活狀況長期追蹤調查(1989),以一個人出生時所在地區的平均千人水栓數當作乾淨用水的指標,探討胎兒及嬰兒時期的乾淨用水對教育成就、健康狀況、婚姻狀況的影響。此外,為求解決外生性的問題,尚以各地區平均每人稅收作為工具變數來進行兩階段最小平方法迴歸(2SLS)。而無論是否使用工具變數,乾淨用水的確對教育成就、部分的長期健康狀況、婚姻狀況有顯著正向影響,特別是在教育成就上,無論以教育年數、識字、國小畢業、國中畢業、高中畢業或是大學畢業當作衡量教育成就的指標,皆能看出乾淨用水的正向效果。

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2
失蹤女性的成因與後果 (On the Causes and Consequences of Missing Women)

2011

林明仁

人口學刊,43, pp 99-108.

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1
失業真的會導致犯罪嗎?以台灣1978年至2003年縣市資料為例 (Does Unemployment Increases Crime? Evidence from County Data of Taiwan 1978--2003)

2006

林明仁*、劉仲偉

《經濟論文叢刊》, 34(4), pp 445-83. 

國外文獻一般認為失業率上升只會使財產犯罪增加(Levitt, 2004);然而幾乎所有迴歸結果都未考慮內生性的問題(Piehl, 1998)。本文首先簡單說明經濟理論如何預測失業與犯罪的關係,並討論同時性(simultaneity)如何對最小平方法(OLS)的估計造成偏誤。我們接著提出美元匯率、日圓匯率以及能源價格三者分別與製造業就業人口比例乘積作為失業率的工具變數,並從理論與弱工具變數測試(weak IV test)兩方面同時探討該組工具變數之有效性。在實證結果方面,雖然在最小平方法下失業率對各類犯罪影響幾乎都為正且顯著,但在兩階段最小平方法(2SLS)下,失業率只對財產犯罪 (主要在其中的竊盜一項) 有正的顯著影響,對暴力犯罪則無。且2SLS 估計值皆大於OLS的結果。最後,過度認定測試 (overidentification test) 的結果也從統計上支持這些工具變數的外生性。

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