What is this research about?

This research explores the potential risks and ethical concerns associated with the use of general-purpose large language models (LLMs) like ChatGPT in the Newcomer-serving sector. It examines how these AI tools could impact immigrants and refugees if used without proper customization and safeguards.

Report abstract:

"The non-profit settlement sector in Canada supports newcomers in achieving successful integration. This sector faces increasing operational pressures amidst rising immigration targets, which highlights a need for enhanced efficiency and innovation, potentially through reliable AI solutions. The ad-hoc use of general-purpose generative AI, such as ChatGPT, might become a common practice among newcomers and service providers to address this need. However, these tools are not tailored for the settlement domain and can have detrimental implications for immigrants and refugees. We explore the risks that these tools might pose on newcomers to first, warn against the unguarded use of generative AI, and second, to incentivize further research and development in creating AI literacy programs as well as customized LLMs that are aligned with the preferences of the impacted communities. Crucially, such technologies should be designed to integrate seamlessly into the existing workflow of the settlement sector, ensuring human oversight, trustworthiness, and accountability."

What do you need to know?

The Canadian settlement sector, which supports newcomers in integrating into society, faces increasing demands due to rising immigration targets. While AI tools could potentially improve efficiency, using general-purpose LLMs without customization poses risks such as biases, misinformation, and vulnerability to malicious use.

What did the researchers do?

The researchers conducted experiments using ChatGPT to simulate scenarios relevant to newcomers, such as seeking employment information, accessing health data, and gathering details about banking services. They analyzed the outputs for biases, inaccuracies, and potential harms across different languages and user backgrounds.

What did the researchers find?

The study revealed several concerning issues:

  1. Bias in employment suggestions based on national backgrounds
  2. Performance disparities across languages, particularly in health information access
  3. Stereotypical representations of immigrants and refugees
  4. Instances of hallucinations and misinformation
  5. Potential for malicious use through scams targeting newcomers

How can you use this research?

If you work in the settlement sector, this research highlights the need to:

  1. Develop customized AI tools tailored specifically for newcomer needs, rather than relying on general-purpose LLMs
  2. Implement safeguards and bias mitigation strategies in AI systems used for settlement services
  3. Promote AI literacy among newcomers and service providers
  4. Ensure human oversight and accountability when integrating AI into existing service structures
  5. Invest in technologies to detect and combat AI-facilitated fraudulent activities targeting newcomers
  6. Collaborate with policymakers, technologists, and newcomer communities to design fair and transparent AI solutions
  7. Focus on enhancing areas where AI can be beneficial, such as language training, information dissemination, and employment support, while maintaining human-centered approaches for sensitive services like resettlement and community connections
Social and Ethical Risks Posed by General-Purpose LLMs for Settling Newcomers in Canada (2024)Download
AI transparency statement indicating how AI was used to create this post.

What is this research about?

This qualitative study examined the experiences of patients from equity-deserving populations (EDPs) who received care from a Virtual Emergency Department (ED) in Toronto, Canada. The researchers wanted to understand how virtual care compared to in-person care for EDPs and what aspects promoted or hindered equitable access and experiences.

Report abstract:

"Patients from equity-deserving populations, such as those who are from racialized communities, the 2SLGBTQI+ community, who are refugees or immigrants, and/or who have a disability, may experience a unique set of challenges accessing virtual models of care. The objective of this qualitative study was to describe the experiences of patients from equity-deserving communities and their family members who received care from a Virtual Emergency Department (ED) in Toronto, Canada. Forty-three participants (36 patients and 7 family caregivers) with different and intersecting identities who used the Virtual ED participated in the study. Semi-structured interviews were conducted to explore reasons for accessing the Virtual ED, barriers to access, and how the Virtual ED met their care needs and expectations, including ways their experience could have been improved. Thematic analysis was used to identify themes from the data. Patients from equity-deserving populations described negative past experiences with ED in-person care, which included recounts of discrimination or culturally insensitive care while waiting to see the ED physician or nurse. Conversely, participants found the Virtual ED to be a socially and culturally safe space since they could now by-pass the waiting room experience. However, virtual care could not replace in-person care for certain issues (e.g., physical exam), and there was a need for greater promotion of the service to specific communities that might benefit from having access to the Virtual ED. Targeted outreach to help raise awareness of the service to equity-deserving communities is an important future direction."

What do you need to know?

What did the researchers do?

What did the researchers find?

Three main themes emerged:

  1. The Virtual ED was perceived as a safer, more controlled environment that bypassed some triggering issues associated with in-person care. EDPs reported negative past experiences with in-person ED care, including discrimination and culturally insensitive treatment.
  2. Challenges using the Virtual ED included language barriers, lack of awareness about the Virtual ED, and technological difficulties (e.g., needing a computer with internet and Zoom access)​
  3. While the Virtual ED had benefits like convenience and flexibility, there were opportunities to enhance the service for EDPs, such as improving language support and technology accessibility. Participants suggested improvements like displaying pronouns, enhancing cultural sensitivity, and increasing awareness within EDP communities to make the Virtual ED more inclusive.

Participants described their experiences with the Virtual ED in several key ways:

  1. Increased safety and control:
  1. Improved accessibility and convenience:
  1. More equitable and culturally sensitive care:
  1. Some limitations of virtual care:
  1. Suggestions for improvement:

How can you use this research?

A qualitative study on the Virtual Emergency Department care experiences of equity-deserving populations (2024)Download

What is this research about?

This research examines the demand for digital skills in Canada's nonprofit sector compared to other sectors of the economy. It analyzes job postings data to understand skills demand trends within the nonprofit sector and compares them to jobs requiring similar education levels and tech jobs.

What do you need to know?

Additional context from the report:

"The nonprofit sector is the cornerstone of community services in Canada, delivering invaluable support to people in every region of the country. But as in most sectors, nonprofits are responding to rapid changes to digital technology. A digitally skilled nonprofit workforce is increasingly essential to successfully serve the evolving needs of communities. However, there is limited research that assesses the current skills and future demands for the nonprofit workforce in Canada. What we do know is that there is a growing gap between the digital skillsets and capacity they have now and what they need to continue delivering services effectively."

This report is part of a 17-month project which has four strategic Phases:

  1. Creating a scalable Digital Skills Plus (DS+) talent model
  2. Understanding the current supply and future demand for DS+.
  3. Analyzing the gaps in supply versus demand for DS+.
  4. Co-designing and rapidly testing solutions to close this gap.

Project objectives:

What did the researchers do?

Researchers analyzed job postings from 2023, focusing on digital skills required in nonprofit jobs. They compared these skills to those demanded in jobs requiring a university or college degree and tech jobs. The analysis involved classifying job postings to identify those related to nonprofits and examining the prevalence of various digital skills across these postings. They used a text classifier model to identify nonprofit job postings from a sample of 300,000 job postings, categorizing digital skills into five sub-clusters based on their digital intensity. They compared the frequency and types of digital skills demanded across the three job categories.

What did the researchers find?

Key findings include:

  1. Nonprofit jobs have a lower demand for digital skills compared to adjacent knowledge sector jobs and tech jobs. While digital needs for nonprofit jobs may not be as strong compared to other knowledge sector jobs, there is evidence that nonprofit jobs are keeping up with digital skills trends to some extent.
  2. About 52% of unique skills demanded in nonprofit job postings are digital, compared to 48% for jobs requiring a university/college degree and over 70% for tech jobs.
  3. The most demanded digital skills in nonprofit jobs are lower-intensity skills like Microsoft Office suite. Microsoft Office is the most demanded digital skill in nonprofit jobs, highlighting a reliance on basic digital tools rather than more advanced technologies.
  4. 63.3% of nonprofit job postings did not require any digital skills, similar to jobs requiring a university/college degree (63.4%), but much higher than tech jobs (13.8%).
  5. Nonprofit jobs showed a 32.7% increase in demand for artificial intelligence skills in the second half of 2023, indicating some responsiveness to digital trends.

How can you use this research?

If you work in the nonprofit sector, you can use this research to:

  1. Identify digital skill gaps in your organization and sector.
  2. Prioritize digital upskilling initiatives for staff, focusing on both basic and more advanced digital skills.
  3. Incorporate more digital processes into everyday activities to increase organizational efficiency and resilience.
  4. Consider offering or encouraging participation in microcredential programs for specific digital skills.
  5. Advocate for resources and support to enhance the sector's digital capacity.
  6. Collaborate with government, educational institutions, and other stakeholders to develop training programs specifically catered to nonprofit workers' digital skill needs.
  7. Use the findings to inform future hiring practices and job descriptions to attract candidates with relevant digital skills.
The-Demand-for-Digital-Skills-in-Canadas-Nonprofit-Sector (2024)Download

What is this research about?

This study explores the digital learning needs and preferences of Arabic-speaking older immigrants in Canada, focusing on their experiences with information and communication technologies (ICTs) and digital literacy programs.

Report abstract:

"The COVID-19 pandemic has highlighted the importance of digital inclusion for equitable and healthy aging. Older immigrants experience unique needs and challenges in using information and communication technologies compared to other older adults. Despite the proliferation of digital learning programs for older adults, there is minimal evidence of digital literacy learning needs and strategies relevant to older immigrants. The aim of this study is to explore learning approaches and digital engagement amongst Arabic-speaking older immigrants. This community-based qualitative descriptive study used codesigned group digital learning sessions. Two organizations supporting local ethnocultural communities in a municipality in Alberta, Canada recruited 31 older immigrants who spoke Arabic, Farsi, and Kurdish. Data collection included semi-structured interviews, focus groups, and observations of digital learning sessions. A total of seventeen learning sessions were completed with nineteen participants each attending five to six sessions. Findings highlight the iterative nature of the program sessions, the importance of catering to participants’ interests, the relevance of peer support, and language, sensory and digital variability barriers to learning. Digital literacy programs for immigrant older adults should adjust for language learning needs, maintain a flexible approach, tailor lessons to individual needs, foster social support, and address external factors such as limited digital access and transportation barriers."

What do you need to know?

What did the researchers do?

The researchers conducted a community-based qualitative study that involved co-designed group digital learning sessions. They recruited 31 older immigrants, focusing on those who spoke Arabic, Farsi, and Kurdish, through two organizations supporting ethnocultural communities in Alberta, Canada. Data collection methods included semi-structured interviews, focus groups, and observations of digital learning sessions over two phases. They analyzed data using thematic analysis guided by the Digital Competence Framework for Citizens (DigComp 2.2).

What did the researchers find?

  1. Digital competence is an important gateway to social participation.
  2. Participants' interests and attitudes played a key role in their digital learning process.
  3. Peer support was crucial both in and out of the classroom setting.
  4. Key barriers included language difficulties, sensory limitations, and varying levels of prior digital experience. External barriers like limited digital access and transportation issues also impacted learning.
  5. Social support systems and changing needs post-migration influenced digital engagement.
  6. Barriers to digital competence were multi-faceted and intersectional. Internalized perceptions of ageism limit digital learning and enhance anxiety.

How can you use this research?

This research provides insights to help you design more effective digital literacy programs for older immigrants:

  1. Design flexible, individualized digital literacy programs that cater to language needs.
  2. Foster social support and peer learning in digital literacy initiatives.
  3. Address technology and sensory barriers in program design.
  4. Consider the intersection of digital competence with language fluency and other barriers.
  5. Incorporate co-design approaches to ensure relevance to older immigrants' lives.
  6. Engage or communicate with family members alongside participants.
  7. Ensure instructors are patient, attentive, and empathetic to participants' needs.
  8. Focus on a range of digital competencies to support full engagement in an increasingly digitized world.
Digital learning preferences of Arabic-speaking older immigrants in Canada - A qualitative case study (2024)Download

What is this research about?

The research investigates how newcomers to Canada use Reddit to find settlement information, which is also available through formal settlement service providers. The study aims to understand the extent to which informal online conversations on Reddit align with formal settlement service categories and to explore the potential for using this information to improve settlement services.

From the publication abstract: "Newcomers are using informal means to find settlement information that is also freely available through formal settlement service providers. Newcomers may seek settlement information on Reddit when the same information might be found through a settlement service provider. This study finds that several Reddit submissions can be categorized in at least one or more of the formal settlement service categories. There is some overlap between informal conversations on Reddit and formalized settlement services. However, informal spaces go beyond providing settlement information in formalized categories. These results suggest that there is scope for policymakers to take a closer look at online conversations to better understand the needs of newcomers when they are looking for information about settling in Canada before and after they arrive. There is the potential to use this information to identify service gaps and create new funded settlement service categories. There is also the potential to accurately train a machine learning model to classify new Reddit submissions and produce real-time advice to policymakers on newcomer information needs."

What do you need to know?

To understand this research, it is important to know:

What did the researchers do?

The researchers:

What did the researchers find?

The key findings include:

How can you use this research?

If you work in the settlement services sector, you can use this research to:

Searching for settlement information on Reddit (2023)Download
AI transparency statement tabled indicating how AI was used in this article.

What is this research about?

The research investigates how personal values influence the discourse on immigration, specifically regarding the closure of Roxham Road, an irregular border crossing between the United States and Canada. The study examines how the values of conservation (resistance to change) and self-transcendence (concern for others) are expressed in social media discussions, particularly on Twitter, and how these expressions correlate with sentiments about asylum seekers.

From the article introduction: "The world is witnessing an escalatingmigration crisis, and Canada, with its historically high immigration rates, is experiencing a rise in the number of asylum seekers entering the country as well. Despite generally positive Canadian attitudes toward newcomers, there is a notable division in opinions about welcoming them. Past studies suggest personal values significantly shape these attitudes, particularly conservation (resistance to change) and self-transcendence (concern for others). However, little research has examined if these values manifest in social media discussions about immigration, especially at times when policies change. This study examines how the discourse on immigration changes following the announcement of the closure of Roxham Road, a debated irregular border crossing between the US and Canada used by asylum seekers."

What do you need to know?

What did the researchers do?

  1. Data Collection: The researchers collected 33,459 Tweets over a week, spanning the days before, during, and after the closure of Roxham Road.
  2. Values Assessment: They used the Personal Values Dictionary to identify references to conservation and self-transcendence in the Tweets.
  3. Sentiment Analysis: The Valence Aware Dictionary and Sentiment Reasoner (VADER) was used to analyze the sentiment of the Tweets.

What did the researchers find?

"The research highlights the interplay between personal values and policy change on immigration discourse and emphasizes the need for more analyses on how personal values are expressed in the public domain."

How can you use this research?

If you work in immigration policy, social media analysis, or public relations, this research can help you:

By leveraging the findings of this research, professionals can better navigate the complex and often polarized landscape of public opinion on immigration.

Using Twitter to investigate discourse on immigration - the role of values in expressing polarized attitudes toward asylum seekers during the closure of Roxham Road (2024)Download
AI transparency statement table indicating how AI was used in this article.

What is this research about?

This research examined how racialized newcomers experience information and communication technologies (ICTs) during their settlement journey in Canada, focusing on digital equity and systemic racism. The study aimed to explore the intersection of systemic racism and digital inequity and to identify policies and practices that can support racialized newcomers more effectively.

Research infographic:

What do you need to know?

What did the researchers do?

The research was conducted in three phases over ten months:

  1. Phase 1: Formation of an advisory committee and development of study protocols.
  2. Phase 2: Engagement with stakeholders through a literature review, key informant interviews, focus groups, and case studies.
  3. Phase 3: Dissemination of findings through a report, an infographic, and community feedback sessions.

The researchers:

What did the researchers find?

Key findings include:

How can you use this research?

If you work in the settlement sector, you can use this research to:

  1. Adopt a Client-Centered Approach: Involve newcomers in program development and delivery to ensure services meet their needs.
  2. Increase Flexibility in Service Delivery: Offer both in-person and online services to accommodate diverse preferences and needs.
  3. Develop Tailored Digital Literacy Programs: Create programs that address the specific barriers faced by racialized newcomers, including language and cultural differences.
  4. Enhance Language and Translation Support: Provide multilingual information and robust translation services to overcome language barriers.
  5. Adopt a Trauma-Informed Approach: Ensure services are sensitive to the trauma and vulnerabilities of newcomers.
  6. Strengthen Trust and Safety Measures: Build trust and ensure digital safety for vulnerable clients.
  7. Foster Collaborative Partnerships: Work with other organizations to develop comprehensive and culturally responsive ICT solutions.
  8. Commit to Ongoing Research and Evaluation: Continuously assess and improve policies and practices to ensure they remain effective and relevant.
Equity-in-the-Broader-Settlement-Sector-Addressing-Systemic-Racism-and-Digital-Equity-across-the-Settlement-Journey-2024Download

Abstract

"In August 2020 a new platform for adult newcomer language instruction was released by New Language Solutions (NLS) on Avenue.ca. NLS recognized the need for standards to support effective use of Avenue and technology-enhanced language learning (TELL) in online and blended classes. Concluding that existing technology standards from ISTE and TESOL were too broad for their purposes, NLS initiated a project to develop their own technology standards for Avenue stakeholders including instructors, programs, and learners. These would not be performance evaluation tools but rather best used for self-assessment and for guiding local innovation. Here we report on that initiative, which was introduced at TESL Ontario 2023, focusing on the instructor standards as they are currently the most fully developed."

What is this research about?

This research is about developing targeted technology standards for language instructors, programs, and learners using the Avenue platform for adult newcomer language instruction in Canada. It focuses on creating standards specific to the Canadian settlement language sector rather than using broader existing standards.

What do you need to know?

What did the researchers do?

What did the researchers find?

How can you use this research?

Developing-targeted-technology-standards-for-Avenue-language-instructors-programs-and-learners-An-initiative-of-New-Language-Solutions-2024Download

Access the complete standards documents here:

Avenue Instructor Standards for TELL

The Avenue Instructor Standards for Technology-Enhanced Language Learning (TELL) incorporate
the latest research and practices and are written in plain language. Every effort has been made to make
them user-friendly and accessible to the adult ESL/FSL sector. While these standards are designed for
language instructors, they can be helpful to program administrators as well.

Avenue Program Standards for TELL

The Avenue Program Standards for Technology-Enhanced Language Learning (TELL) are designed to
help those in decision-making roles in a language program. They provide guidance to administrators,
here defined to include both immediate and upper-level decision-makers such as funders, directors,
deans, and school boards. Program administrators can use the can-do statements to determine how
closely aligned their program is with the standards.

Avenue Learner Standards for TELL

The Avenue Learner Standards for Technology-Enhanced Language Learning (TELL) are designed to
give instructors and administrators a framework for providing lessons and course offerings that build
learner competence with technology, primarily for language learning and use. These standards are
meant to work in concert with Avenue Instructor Standards and Avenue Program Standards.

What is this research about?

The research examines the phenomenon of digital nomadism, a movement where workers, often from developed countries, adopt a mobile lifestyle enabled by technology, allowing them to work remotely from various international locations. The study explores the characteristics, motivations, and implications of digital nomadism, particularly for migration scholars, the future of work, and the social contract between citizens and the nation-state​. The report provides a comprehensive overview of digital nomadism research to date and charts a course for future studies to better understand this growing phenomenon and its societal implications. It is relevant for migration researchers, policymakers, and business/tourism practitioners seeking to study or engage with the digital nomad community.

What do you need to know?

What did the researchers do?

The researchers conducted a comprehensive literature review, analyzing existing academic and grey literature on digital nomadism from business, IT, tourism, leisure and lifestyle migration research.. They proposed a three-dimensional framework to analyze digital nomadism, encompassing spatial (location independence), temporal (mobility duration and frequency), and scope (profession, employment modality, work/leisure balance) dimensions. They also reviewed the emerging digital nomad visas and their implications for policy and practice​​.

What did the researchers find?

How can you use this research?

By understanding the dynamics of digital nomadism, stakeholders in various sectors can better manage and benefit from this growing trend, ensuring sustainable and mutually beneficial outcomes for both digital nomads and host communities.

Digital-Nomads-Toward-a-Future-Research-Agenda-2023Download
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