New tool could point immigrants to spot in Canada where they’re most likely to succeed
February 27, 2021
Where should a newcomer with a background in banking settle in Canada?
What about an immigrant who’s an oil-production engineer?
Or a filmmaker?
Most newcomers flock to major Canadian cities. In doing so, some could be missing out better opportunities elsewhere.
A two-year-old research project between the federal government and Stanford University’s Immigration Policy Lab is offering hope for a tool that might someday point skilled immigrants toward the community in which they’d most likely flourish and enjoy the greatest economic success.
Immigration, Refugees and Citizenship Canada is eyeing a pilot program to test a matching algorithm that would make recommendations as to where a new immigrant might settle, department spokesperson Remi Lariviere told the Star.
“This type of pilot would allow researchers to see if use of these tools results in real-world benefits for economic immigrants. Testing these expected gains would also allow us to better understand the factors that help immigrants succeed,” he said in an email.
“This research furthers our commitment to evidence-based decision making and enhanced client service — an opportunity to leverage technology and data to benefit newcomers, communities and the country as a whole.”
Dubbed the GeoMatch project, researchers used Canada’s comprehensive historical datasets on immigrants’ background characteristics, economic outcomes and geographic locations to project where an individual skilled immigrant might start a new life.
Machine learning methods were employed to figure out how immigrants’ backgrounds, qualifications and skillsets were related to taxable earnings in different cities, while accounting for local trends, such as population and unemployment over time.
The models were then used to predict how newcomers with similar profiles would fare across possible destinations and what their expected earnings would be. The locations would be ranked based on the person’s unique profile.
“An immigrant’s initial arrival location plays a key role in shaping their economic success. Yet immigrants currently lack access to personalized information that would help them identify optimal destinations,” says a report about the pilot that was recently obtained by the Star.
“Instead, they often rely on availability heuristics, which can lead to the selection of suboptimal landing locations, lower earnings, elevated out-migration rates and concentration in the most well-known locations,” added the study completed last summer after two years of number crunching and sophisticated modelling.
About a quarter of economic immigrants settle in one of Canada’s four largest cities, with 31 per cent of all newcomers alone destined for Toronto.
“If initial settlement patterns concentrate immigrants in a few prominent landing regions, many areas of the country may not experience the economic growth associated with immigration,” the report pointed out. “Undue concentration may impose costs in the form of congestion in local services, housing, and labour markets.”
Researchers sifted through Canada’s longitudinal immigration database and income tax records to identify 203,290 principal applicants who arrived in the country between 2012 and 2017 under the federal skilled worker program, federal skilled trades program and the Canadian Experience Class.
They tracked the individuals’ annual incomes at the end of their first full year in Canada and predicated the modelling of their economic outcomes at a particular location on a long list of predictors: age at arrival, continent of birth, education, family status, gender, intended occupation, skill level, language ability, having studied or worked in Canada, arrival year and immigration category.