Nicole Denier’s research while affiliated with University of Alberta and other places

What is this page?


This page lists works of an author who doesn't have a ResearchGate profile or hasn't added the works to their profile yet. It is automatically generated from public (personal) data to further our legitimate goal of comprehensive and accurate scientific recordkeeping. If you are this author and want this page removed, please let us know.

Publications (38)


The queer immigrant effect: Labour market integration of LGB immigrants in Canada
  • Article

May 2025

·

5 Reads

Migration Studies

·

Taylor Paul

·

Nicole Denier

·

Michael Haan

Few have considered whether an immigrant’s sexuality contributes to unique labour market integration and employment outcomes. Using a Canadian immigrant register, consisting of all recently arriving immigrants, and linked income tax records, we break new ground by exploring how biannual arrival cohorts (2000–2010) of lesbian, gay, and bisexual (queer) immigrants fare economically three, five and ten years after arrival. Queer immigrants, who we identify through at least one same-sex tax filing in the first 10 years since arrival, are predominantly arriving from the USA, Europe, and South and Central America as primary economic and family class applicants. They are more highly educated and skilled, less likely to be non-employed, less likely to receive government assistance, and out-earn their heterosexual counterparts over the first 10 years in Canada. Fixed effects modelling reveals a steeper wage growth for queer immigrant men, relative to straight men, between 5 and 10 years since arrival. We also observe the steepest wage growth for straight immigrant women, who enter the labour market with much lower earnings. We posit that queer immigrants leverage social and economic capital from both ethnic and lesbian, gay, bisexual, and transgender communities, aiding in their socio-economic integration in Canada. Our study also highlights important theoretical and empirical considerations concerning the operationalization of sexuality in administrative tax records.


The Returned: Former U.S. Migrants’ Lives in Mexico City

March 2025

·

34 Reads

More than two million Mexican migrants returned to Mexico from the United States in the first two decades of the twenty-first century. In this book, Claudia Masferrer, Erin R. Hamilton, and Nicole Denier present the lives of thirty-four people who returned to Mexico City from the United States in the 1990s and 2000s, a period in which U.S. immigration policy became increasingly focused on restriction and enforcement. The authors find that the experience of return migration to Mexico City during this period, after a relatively long time in non-citizen, mostly undocumented status as an immigrant in the United States, leaves the return migrant norteado, “disoriented or lost.” Return migrants have trouble finding health care and social services, family life is upended, and economic mobility is limited. The authors discuss what can be done about the hardships of return migration to Mexico City, exploring how existing policies could be expanded and new policies or programs created to better serve the needs of return migrants in Mexico City and beyond.





Figure 4: Algorithm Validation
Figure 6: Result scatter density plot for DistilBERT
Figure 7: Result scatter density plot for BERT Based Large
Figure 8: Human Label Evaluation Correlation
Mean and Standard Deviation for job postings and job application categories across different dimensions, with additional magnitude values.

+1

Probing Social Bias in Labor Market Text Generation by ChatGPT: A Masked Language Model Approach
  • Article
  • Full-text available

December 2024

·

20 Reads

Advances in Neural Information Processing Systems

·

·

Nicole Denier

·

[...]

·

Bei Jiang

As generative large language models (LLMs) such as ChatGPT gain widespread adoption in various domains, their potential to propagate and amplify social biases, particularly in high-stakes areas such as the labor market, has become a pressing concern. AI algorithms are not only widely used in the selection of job applicants, individual job seekers may also make use of generative LLMs to help develop their job application materials. Against this backdrop, this research builds on a novel experimental design to examine social biases within ChatGPT-generated job applications in response to real job advertisements. By simulating the process of job application creation, we examine the language patterns and biases that emerge when the model is prompted with diverse job postings. Notably, we present a novel bias evaluation framework based on Masked Language Models to quantitatively assess social bias based on validated inventories of social cues/words, enabling a systematic analysis of the language used. Our findings show that the increasing adoption of generative AI, not only by employers but also increasingly by individual job seekers, can reinforce and exacerbate gender and social inequalities in the labor market through the use of biased and gendered language.

Download

Fig. 1. Three hypothetical scenarios of the impact of labor force gender/racial composition on gender/EDI language in job ads. Dashed stretches of the curves indicate the compensation hypotheses.
Fig. 2. Average marginal effects of gender/EDI language in job ads on labor force gender/racial composition. See SI Appendix, Supplementary Material 7, Table S11 for model results.
Language in job advertisements and the reproduction of labor force gender and racial segregation

December 2024

·

106 Reads

PNAS Nexus

Job advertisements (ads) represent the first point of contact between employers and job seekers. By signaling characteristics expected of an ideal candidate, job ads “gatekeep” the labor force and configure its composition. Meanwhile, labor force composition can also shape the wording of job ads. This study develops a multidimensional inventory of gender and EDI (equality, diversity, inclusion) language in job ads. Applying this inventory, it adopts an instrumental-variable approach to disentangle the reciprocal relationships between gender/EDI language in job ads and labor force gender/racial composition. Drawing on the analysis of 28.6 million job ads in the United Kingdom in combination with labor force statistics between 2018 and 2023, the findings reveal three distinct mechanisms through which the bidirectional interplay between language in job ads and labor force composition (re)produces or disrupts labor force gender/racial segregation. They highlight both the benefits and limitations of intervening in the language used in job ads to help reduce labor force gender/racial segregation.


Considering Families in Canada's Digital Transformation

September 2024

·

30 Reads

·

1 Citation

Rapid technological change is touching families in Canada in profound ways. The deepening of digital reach has wide-ranging implications for family life and policy in Canada, and has spurred public discussions about the benefits, perils, and need for regulation of digital technologies. This Issue Brief provides an overview of key issues surrounding digitalization and family life and their implications for the wellbeing of diverse families in Canada. It also highlights issues surrounding digital divides, privacy, and bias, as well as how they relate to inequalities within and between families.


Fig. 2.3 Cause of recent migration of Mexican returnees and U.S.-born, by sex and age Source: 2020 Mexican census microdata (INEGI, 2021)
Adding Return Migration to the Equation: U.S. Immigration Policy and Migrant Families in Mexico

September 2024

·

79 Reads

This chapter studies the implications of increasing return migration from the United States to Mexico post-2008 and the immigration of U.S.-born people to Mexico for family life. Our aim is to quantify and analyze the sociodemographic characteristics, living arrangements, and household characteristics of returnees and U.S.-born immigrants in Mexico to document divergent family migration processes at the population level. We couple this demographic portrait with narrative accounts of seven returned migrants we interviewed in Mexico City in 2019 to illuminate how people navigate return and family life in the context of restrictive and heavily enforced U.S. immigration policy. We emphasize the importance of considering return migration when studying migrant families. A focus on return migration reveals that U.S. immigration policy affects not only families in the United States but also in Mexico. In other words, we bring a much-needed binational perspective to the study of the impacts of U.S. immigration policy on migrant families.



Citations (21)


... This approach differs from those who refrain from inferring sexuality beyond a same-sex tax filing relationship (Stick, Leanage, and Arim 2024), coding people as gay/lesbian/bisexual only in tax years where they have filed joint taxes (Stick, Leanage, and Arim 2024;Yang et al. 2025). The fluidity of sexuality over the life course is not debated (Hu and Denier 2023). ...

Reference:

The queer immigrant effect: Labour market integration of LGB immigrants in Canada
Studying individuals in same-sex couples using longitudinal administrative data from Canadian tax records: Opportunities and challenges
  • Citing Article
  • January 2025

Demographic Research

... To answer this question, we focus on Chinese immigrant online daters in Vancouver, Canada, as a salient case. As of 2022, 94% of the Canadian population had internet access (Denier et al., 2024). With nearly ubiquitous internet use in Canada, online dating has gained popularity: The number of users increased from 1.8 million in 2017 to 2.9 million in 2023 (Statista, 2024). ...

Considering Families in Canada's Digital Transformation

... Asimismo, la diferencia significativa de las estructuras económicas y la fuerza productiva entre México y Estados Unidos dificulta la transferencia de habilidades y conocimientos especializados obtenidos en el extranjero, provocando procesos de descalificación y subutilización (Martinaitis y Antanavičius, 2020). La acreditación de experiencia laboral o certificación educativa en Estados Unidos no garantiza la obtención de un empleo competitivo, por lo que, una parte considerable termina en la informalidad, derribando la visión tradicionalista/funcionalista del retornado exitoso que cuenta con capital económico suficiente para emprender o desarrollar proyectos productivos en sus comunidades de origen (Masferrer y Denier, 2022). ...

Desafíos en materia laboral:: (re)integración económica de migrantes mexicanos que regresaron de Estados Unidos
  • Citing Chapter
  • May 2022

... This approach differs from those who refrain from inferring sexuality beyond a same-sex tax filing relationship (Stick, Leanage, and Arim 2024), coding people as gay/lesbian/bisexual only in tax years where they have filed joint taxes (Stick, Leanage, and Arim 2024;Yang et al. 2025). The fluidity of sexuality over the life course is not debated (Hu and Denier 2023). At the same time, movement from an LGB identification to heterosexual identification is less common, especially among men, and arguably, less so for those who have at some point in a 10-year period sought state recognition via tax filings. ...

Sexual Orientation Identity Mobility in the United Kingdom: A Research Note

Demography

... Using data on same-sex couples from the American Community Survey, Leppel (2016) documented that gay men were less likely to be self-employed than heterosexual men while lesbians were more likely to be self-employed than heterosexual women, a finding that was replicated by Waite and Denier (2016) in their analysis of Canadian data. However, Pajovic et al. (2023) found that sexual minority men and women were less likely to be self-employed in their analysis of different Canadian survey data. Using US data, Jepsen and Jepsen (2017) found that gay men were less likely to be self-employed than heterosexual men but sexual minority women did not significantly differ from heterosexual women in terms of entrepreneurship propensity. ...

Sexual orientation and self-employment: New evidence
  • Citing Article
  • March 2023

Canadian Review of Sociology/Revue canadienne de sociologie

... Poor financial planning and inadequate preparation contribute to failures [40]. Cultural and gender biases further prevent women from securing loans or financing [41]. ...

Lockdowns, pivots & triple shifts: early challenges and opportunities of the COVID-19 pandemic for women entrepreneurs
  • Citing Article
  • March 2022

Journal of Small Business & Entrepreneurship

... The two most used ones are: targeting speci¯c words that are more commonly associated with a speci¯c gender and word embeddings. 28 The next step was the introduction of an algorithm that evaluates gender bias in the input text and provides guidance on how the text should be debiased by o®ering alternative wording that is closely related to the original input. ...

Balancing Gender Bias in Job Advertisements With Text-Level Bias Mitigation

Frontiers in Big Data

... The reasons for gap years are not accounted for, but it can include, for example, temporary emigration or late filing. bisexual men and women and gay men, are more likely to be single compared to their heterosexual counterparts (Waite et al., 2021). Similarly, partnered individuals might differ significantly from those currently single. ...

Who’s Hitched? Lesbian, Gay, Bisexual, and Heterosexual Partnering in Canada

Canadian Studies in Population

... In nearly all comparisons, we find statistically significant differences between the queer and straight samples, providing strong support for our queer operationalization. These differences align well with what we know about the native-born LGB population, namely being younger, more highly educated, and skilled (Antecol, Jong, and Steinberger 2008;Waite et al. 2020). ...

Lesbian, gay and bisexual earnings in the Canadian labor market: New Evidence from the Canadian Community Health Survey
  • Citing Article
  • February 2020

Research in Social Stratification and Mobility

... This oversight risks distorting our understanding of the economic impacts of international migration experiences upon return. Although comparisons between internal migrants (those moving within a country i ) and international return migrants (those who migrate abroad and return, hereafter "return migrants") are not new (Denier & Masferrer, 2020;Witte et al., 2023), they align with a renewed effort to explore the interconnections between internal and international migration (King & Skeldon, 2010). Analyzing both internal and return migrants offers valuable insights into how migration-related human capital accumulation shapes labor market outcomes and broader life chances (Blau & Duncan, 1967;Savage, 1988). ...

Returning to a New Mexican Labor Market? Regional Variation in the Economic Incorporation of Return Migrants from the U.S. to Mexico

Population Research and Policy Review