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The Impact of Official Bilingualism on the
Geographic Mobility of New Brunswickers
Evidence from Census Data
2001 - 2016
Dr. J. C. Herb Emery
Bethany Daigle
Li Wang
PETL KT Day
September 10th, 2019
Hello!
Bonjour!
Hello!
Bonjour!
Bonjour!
Hello!
Research Question
Does the acquisition of a second official language in New
Brunswick influence the geographic mobility of New
Brunswickers?
Why is this question important to answer?
• NB has high levels of out-migration and intra-provincial migration (rural to
urban, and north to south).
• Language attributes have not been clearly examined by researchers investigating
geographic mobility.
Defining ‘Geographic Mobility’
• Out-migration - moving out of NB
• Intra-provincial migration - moving within NB
to a different sub-provincial region
• 2 Census Metropolitan Areas
• 5 Census Agglomerations
• 5 non-CMA/CAs
Data and Sample
2006 and 2016 Censuses of Population & 2011 National Household Survey
• Sample: All persons 18-64 with English or French mother tongue, residing in New
Brunswick five years prior to the Census date.
• NB Stayers = still living in NB in the Census year
• Out-migrants = living elsewhere in Canada in the Census year
NB Stayers = Intra-provincial Migrants + No Movement Stayers
• Intra-provincial Migrants = living in a different sub-provincial region in NB in the Census
year than 5 years prior
• No Movement Stayers = living in the same sub-provincial region in NB in the Census
year and 5 years prior
Descriptive Statistics
Out-migrants VS NB Stayers
NB Stayers
Out-migrants
Intercensal Periods
2001-2006 2006-2011 2011-2016
NB Stayers Weighted
Obs
396,895 405,800 374,350
Rate(s) 93% 94% 94%
Out-migrants Weighted
Obs
30,300 26,440 25,815
Rate(s) 7% 6% 6%
Descriptive Statistics
rate of out-migration by origins & mother tongue
0%
2%
4%
6%
8%
10%
12%
14%
English Mother Tongue NBers
2001-2006 2006-2011 2011-2016
0%
2%
4%
6%
8%
10%
12%
14%
French Mother Tongue NBers
2001-2006 2006-2011 2011-2016
Descriptive Statistics
Intra-provincial Migrants VS No Movement Stayers
Intercensal Periods
2001-2006 2006-2011 2011-2016
No Movement
Stayers in NB
Weighted
Obs
370,780 379,355 352,390
Rate(s) 93% 93% 94%
Intra-
provincial
migrants
Weighted
Obs
26,115 26,445 21,960
Rate(s) 7% 7% 6%
No Movement
Stayers
Intra-provincial
Migrants
Descriptive Statistics
rate of intra-provincial migration by origins & mother tongue
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
English Mother Tongue NBers
2001-2006 2006-2011 2011-2016
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
French Mother Tongue NBers
2001-2006 2006-2011 2011-2016
• Previous descriptive statistics are unconditional means which could
be co-related to other factors (e.g. age) influencing NBers’ mobility.
• Logistic regression models
• identify the independent effect of language on mobility after accounting for other
factors (e.g. age, gender, marital status, education, origins) influencing mobility.
• ‘odds-ratios’ = the conditional likelihood of an event will
occur relative to reference subject.
• (OR=1, just as likely; OR>1, more likely; OR<1 less likely)
Regression Analysis
Results
out-migration by characteristics confirm literature
0.0 1.0 2.0 3.0 4.0 5.0 6.0
18 to 24 (Reference)
25 to 34
35 to 44
45 to 54
55 to 64
Single (NM)
Married/C-Laws (Reference)
Separated
Divorced
Widowed
No High School
High school (Reference)
Below Bachelor
Bachelor
Honor's
Medical
Master's
PhD
Odds-ratios of Men Leaving NB
by Characteristics
2011-2016 2006-2011 2001-2006
0.0 1.0 2.0 3.0 4.0 5.0 6.0
18 to 24 (Reference)
25 to 34
35 to 44
45 to 54
55 to 64
Single (NM)
Married/C-Laws (Reference)
Separated
Divorced
Widowed
No High School
High school (Reference)
Below Bachelor
Bachelor
Honor's
Medical
Master's
PhD
Odds-ratios of Women Leaving NB
by Characteristics
2011-2016 2006-2011 2001-2006
Results
out-migration by origins
0.0 0.5 1.0 1.5 2.0 2.5
Moncton (Reference)
Saint John
Fredericton
Bathurst
Miramichi
Campbellton
Edmundston
Central NB
Southwest NB
Southeast NB
Northwest NB
Northeast NB
Odds-ratios of Women Leaving NB
by Origins
2011-2016 2006-2011 2001-2006
0.0 0.5 1.0 1.5 2.0 2.5
Moncton (Reference)
Saint John
Fredericton
Bathurst
Miramichi
Campbellton
Edmundston
Central NB
Southwest NB
Southeast NB
Northwest NB
Northeast NB
Odds-ratios of Men Leaving NB
by Origins
2011-2016 2006-2011 2001-2006
Results
out-migration by *linguistic attributes*
0.0 0.5 1.0 1.5
Unilingual English
(reference)
Unilingual French
Anglophone Bilingual
Francophone Bilingual
Odds-ratios of Men Leaving NB
by *Language Attributes*
2011-2016 2006-2011 2001-2006
0.0 0.5 1.0 1.5
Unilingual English
(reference)
Unilingual French
Anglophone Bilingual
Francophone Bilingual
Odds-ratios of Women Leaving NB
by *Language Attributes*
2011-2016 2006-2011 2001-2006
Results
intra-provincial migration by characteristics confirm literature
0.0 1.0 2.0 3.0 4.0
18 to 24 (reference)
25 to 34
35 to 44
45 to 54
55 to 64
Single (NM)
Married/C-Laws (reference)
Separated
Divorced
Widowed
No High School
High school (reference)
Below Bachelor
Bachelor
Honor's
Medical
Master's
PhD
Odds-ratios of Men Relocating within NB
by Characteristics
2011-2016 2006-2011 2001-2006
0.0 1.0 2.0 3.0 4.0
18 to 24 (Reference)
25 to 34
35 to 44
45 to 54
55 to 64
Single (NM)
Married/C-Laws (Reference)
Separated
Divorced
Widowed
No High School
High school (Reference)
Below Bachelor
Bachelor
Honor's
Medical
Master's
PhD
Odds-ratios of Women Relocating within NB
by Characteristics
2011-2016 2006-2011 2001-2006
Results
intra-provincial migration by origins
0.0 0.5 1.0 1.5 2.0 2.5
Moncton (reference)
Saint John
Fredericton
Bathurst
Miramichi
Campbellton
Edmundston
Central NB
Southwest NB
Southeast NB
Northwest NB
Northeast NB
Odds-ratios of Men Relocating within NB
by Origins
2011-2016 2006-2011 2001-2006
0 0.5 1 1.5 2 2.5
Moncton (reference)
Saint John
Fredericton
Bathurst
Miramichi
Campbellton
Edmundston
Central NB
Southwest NB
Southeast NB
Northwest NB
Northeast NB
Odds-ratios of Women Relocating within NB
by Origins
2011-2016 2006-2011 2001-2006
Results
intra-provincial migration by *linguistic attribute*
0.0 0.5 1.0 1.5
Unilingual English (reference)
Unilingual French
Anglophone Bilingual
Francophone Bilingual
Odds-ratios of Men Relocating Within NB
by *Language Attributes*
2011-2016 2006-2011 2001-2006
0.0 0.5 1.0 1.5
Unilingual English (reference)
Unilingual French
Anglophone Bilingual
Francophone Bilingual
Odds-ratios of Women Relocating Within NB
by *Language Attributes*
2011-2016 2006-2011 2001-2006
Summary and Conclusion
• Second official language acquisition has little or no influence on
anglophone out-migration from New Brunswick.
• Second official language acquisition generally improves labour
market efficiency in New Brunswick by increasing geographic
mobility of both Anglophones and Francophones.
Future Directions
• Data available is cross-sectional, thus we could only declare co-
relations between official bilingualism and geographic mobility.
• Longitudinal data is needed for drawing causality between
acquisition of a second official language on their inter- and intra-
provincial movements.
Questions
Hello!
Bonjour
!
Hello!
Bonjour!
Bonjour!
Hello!
?????
Reference
Birchall, J. (2016). Gender, Age and Migration. Retrieved May 28, 2018, from https://www.rosavzw.be/digidocs/dd-001417_2016_Gender_Age_Migration_IDS.pdf
Brown, W. M., & Newbold, K. B. (2012). Cities and Growth: Moving to Toronto - Income Gains Associated with Large Metropolitan Labour Markets. SSRN Electronic
Journal, (023). doi:10.2139/ssrn.2056449
Buis, M. (2014, December 12). -multinomial-logit-interpretation-rrr-vs-cor. Retrieved May 28, 2018, from https://www.statalist.org/forums/forum/general-stata-
discussion/general/545887-multinomial-logit-interpretation-rrr-vs-cor
Emery et al (work in progress, can’t be cited yet)
Grant, E. K., & Vanderkamp, J. (1980). The Effects of Migration on Income: A Micro Study with Canadian Data 1965-71. The Canadian Journal of Economics, 13(3),
381. doi:10.2307/134700
Grenier, G. (1987). Earnings by Language Group in Quebec in 1980 and Emigration from Quebec between 1976and 1981. The Canadian Journal of Economics, 20(4),
774-791. Retrieved July 17, 2018, from http://www.jstor.org/stable/135415 Lee, E. S. (1966). A theory of migration. Demography, 3, 47-57. Google Scholar, Crossref,
ISI
Nadeau, S. (2010). Another Look at the Francophone Wage Gap in Canada: Public and Private Sectors, Quebec and Outside Quebec. Canadian Public Policy, 36(2),
159-179. doi:10.3138/cpp.36.2.159
Sioufi, R., & Bourhis, R. Y. (2017). Francophone Intergroup Attitudes and Readiness for Interprovincial Migration in Canada. Canadian Ethnic Studies, 49, 1s., 43-65.
doi:10.1353/ces.2017.0002
Sioufi, R., & Bourhis, R. Y. (2017). Acculturation and Linguistic Tensions as Predictors of Quebec Francophone and Anglophone Desire for Internal Migration in
Canada. Journal of Language and Social Psychology, 37(2), 136-159. doi:10.1177/0261927x17714571
Talai, A., & Vered. (1993). WILL THEY GO?: A STUDY OF INTENTIONS REGARDING MIGRATION AMONG SECONDARY V STUDENTS IN QUEBEC. Canadian
Ethnic Studies, 25(1), 50-61. Retrieved July 17, 2018.
Veltman, Calvin 1986 "The Interpretation of the Language Questions of the Canadian Census." Canadian Review of Sociology and Anthropology 23(3) pgs. 412-422.
To be properly cited later
M. Sheller, J. Urry The new mobilities paradigm
Environ. Plann. A, 38 (2) (2006), pp. 207-226, 10.1068/a37268
P. Landri, E. Neumann Mobile sociologies of education
Eur. Educ. Res. J., 13 (1) (2014), pp. 1-8, 10.2304/eerj.2014.13.1.1
Haley, A. (2017). Defining geographical mobility: Perspectives from higher education. Geoforum, 83, 50-59. doi:10.1016/j.geoforum.2017.04.013
T. Niedomysl, U. Fransson On distance and the spatial dimension in the definition of internal migration Ann. Assoc. Am. Geogr., 104 (2) (2014), pp. 357-372,
10.1080/00045608.2013.875809
Acknowledgement
• This study is conducted in the New Brunswick Research Data
Center (RDC) at the University of New Brunswick, with
confidential data provided by Statistics Canada.
• We have examined three consecutive intercensal surveys: 2006
Census of Population, 2011 National Household Survey and
2016 Census of Population, and all observations in our analysis
are weighted and rounded to nearest 5 for meeting the RDC
confidentiality guideline.

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The Impact of Official Bilingualism on the Geographic Mobility of New Brunswickers ​

  • 1. The Impact of Official Bilingualism on the Geographic Mobility of New Brunswickers Evidence from Census Data 2001 - 2016 Dr. J. C. Herb Emery Bethany Daigle Li Wang PETL KT Day September 10th, 2019 Hello! Bonjour! Hello! Bonjour! Bonjour! Hello!
  • 2. Research Question Does the acquisition of a second official language in New Brunswick influence the geographic mobility of New Brunswickers? Why is this question important to answer? • NB has high levels of out-migration and intra-provincial migration (rural to urban, and north to south). • Language attributes have not been clearly examined by researchers investigating geographic mobility.
  • 3. Defining ‘Geographic Mobility’ • Out-migration - moving out of NB • Intra-provincial migration - moving within NB to a different sub-provincial region • 2 Census Metropolitan Areas • 5 Census Agglomerations • 5 non-CMA/CAs
  • 4. Data and Sample 2006 and 2016 Censuses of Population & 2011 National Household Survey • Sample: All persons 18-64 with English or French mother tongue, residing in New Brunswick five years prior to the Census date. • NB Stayers = still living in NB in the Census year • Out-migrants = living elsewhere in Canada in the Census year NB Stayers = Intra-provincial Migrants + No Movement Stayers • Intra-provincial Migrants = living in a different sub-provincial region in NB in the Census year than 5 years prior • No Movement Stayers = living in the same sub-provincial region in NB in the Census year and 5 years prior
  • 5. Descriptive Statistics Out-migrants VS NB Stayers NB Stayers Out-migrants Intercensal Periods 2001-2006 2006-2011 2011-2016 NB Stayers Weighted Obs 396,895 405,800 374,350 Rate(s) 93% 94% 94% Out-migrants Weighted Obs 30,300 26,440 25,815 Rate(s) 7% 6% 6%
  • 6. Descriptive Statistics rate of out-migration by origins & mother tongue 0% 2% 4% 6% 8% 10% 12% 14% English Mother Tongue NBers 2001-2006 2006-2011 2011-2016 0% 2% 4% 6% 8% 10% 12% 14% French Mother Tongue NBers 2001-2006 2006-2011 2011-2016
  • 7. Descriptive Statistics Intra-provincial Migrants VS No Movement Stayers Intercensal Periods 2001-2006 2006-2011 2011-2016 No Movement Stayers in NB Weighted Obs 370,780 379,355 352,390 Rate(s) 93% 93% 94% Intra- provincial migrants Weighted Obs 26,115 26,445 21,960 Rate(s) 7% 7% 6% No Movement Stayers Intra-provincial Migrants
  • 8. Descriptive Statistics rate of intra-provincial migration by origins & mother tongue 0% 2% 4% 6% 8% 10% 12% 14% 16% 18% English Mother Tongue NBers 2001-2006 2006-2011 2011-2016 0% 2% 4% 6% 8% 10% 12% 14% 16% 18% French Mother Tongue NBers 2001-2006 2006-2011 2011-2016
  • 9. • Previous descriptive statistics are unconditional means which could be co-related to other factors (e.g. age) influencing NBers’ mobility. • Logistic regression models • identify the independent effect of language on mobility after accounting for other factors (e.g. age, gender, marital status, education, origins) influencing mobility. • ‘odds-ratios’ = the conditional likelihood of an event will occur relative to reference subject. • (OR=1, just as likely; OR>1, more likely; OR<1 less likely) Regression Analysis
  • 10. Results out-migration by characteristics confirm literature 0.0 1.0 2.0 3.0 4.0 5.0 6.0 18 to 24 (Reference) 25 to 34 35 to 44 45 to 54 55 to 64 Single (NM) Married/C-Laws (Reference) Separated Divorced Widowed No High School High school (Reference) Below Bachelor Bachelor Honor's Medical Master's PhD Odds-ratios of Men Leaving NB by Characteristics 2011-2016 2006-2011 2001-2006 0.0 1.0 2.0 3.0 4.0 5.0 6.0 18 to 24 (Reference) 25 to 34 35 to 44 45 to 54 55 to 64 Single (NM) Married/C-Laws (Reference) Separated Divorced Widowed No High School High school (Reference) Below Bachelor Bachelor Honor's Medical Master's PhD Odds-ratios of Women Leaving NB by Characteristics 2011-2016 2006-2011 2001-2006
  • 11. Results out-migration by origins 0.0 0.5 1.0 1.5 2.0 2.5 Moncton (Reference) Saint John Fredericton Bathurst Miramichi Campbellton Edmundston Central NB Southwest NB Southeast NB Northwest NB Northeast NB Odds-ratios of Women Leaving NB by Origins 2011-2016 2006-2011 2001-2006 0.0 0.5 1.0 1.5 2.0 2.5 Moncton (Reference) Saint John Fredericton Bathurst Miramichi Campbellton Edmundston Central NB Southwest NB Southeast NB Northwest NB Northeast NB Odds-ratios of Men Leaving NB by Origins 2011-2016 2006-2011 2001-2006
  • 12. Results out-migration by *linguistic attributes* 0.0 0.5 1.0 1.5 Unilingual English (reference) Unilingual French Anglophone Bilingual Francophone Bilingual Odds-ratios of Men Leaving NB by *Language Attributes* 2011-2016 2006-2011 2001-2006 0.0 0.5 1.0 1.5 Unilingual English (reference) Unilingual French Anglophone Bilingual Francophone Bilingual Odds-ratios of Women Leaving NB by *Language Attributes* 2011-2016 2006-2011 2001-2006
  • 13. Results intra-provincial migration by characteristics confirm literature 0.0 1.0 2.0 3.0 4.0 18 to 24 (reference) 25 to 34 35 to 44 45 to 54 55 to 64 Single (NM) Married/C-Laws (reference) Separated Divorced Widowed No High School High school (reference) Below Bachelor Bachelor Honor's Medical Master's PhD Odds-ratios of Men Relocating within NB by Characteristics 2011-2016 2006-2011 2001-2006 0.0 1.0 2.0 3.0 4.0 18 to 24 (Reference) 25 to 34 35 to 44 45 to 54 55 to 64 Single (NM) Married/C-Laws (Reference) Separated Divorced Widowed No High School High school (Reference) Below Bachelor Bachelor Honor's Medical Master's PhD Odds-ratios of Women Relocating within NB by Characteristics 2011-2016 2006-2011 2001-2006
  • 14. Results intra-provincial migration by origins 0.0 0.5 1.0 1.5 2.0 2.5 Moncton (reference) Saint John Fredericton Bathurst Miramichi Campbellton Edmundston Central NB Southwest NB Southeast NB Northwest NB Northeast NB Odds-ratios of Men Relocating within NB by Origins 2011-2016 2006-2011 2001-2006 0 0.5 1 1.5 2 2.5 Moncton (reference) Saint John Fredericton Bathurst Miramichi Campbellton Edmundston Central NB Southwest NB Southeast NB Northwest NB Northeast NB Odds-ratios of Women Relocating within NB by Origins 2011-2016 2006-2011 2001-2006
  • 15. Results intra-provincial migration by *linguistic attribute* 0.0 0.5 1.0 1.5 Unilingual English (reference) Unilingual French Anglophone Bilingual Francophone Bilingual Odds-ratios of Men Relocating Within NB by *Language Attributes* 2011-2016 2006-2011 2001-2006 0.0 0.5 1.0 1.5 Unilingual English (reference) Unilingual French Anglophone Bilingual Francophone Bilingual Odds-ratios of Women Relocating Within NB by *Language Attributes* 2011-2016 2006-2011 2001-2006
  • 16. Summary and Conclusion • Second official language acquisition has little or no influence on anglophone out-migration from New Brunswick. • Second official language acquisition generally improves labour market efficiency in New Brunswick by increasing geographic mobility of both Anglophones and Francophones.
  • 17. Future Directions • Data available is cross-sectional, thus we could only declare co- relations between official bilingualism and geographic mobility. • Longitudinal data is needed for drawing causality between acquisition of a second official language on their inter- and intra- provincial movements.
  • 19. Reference Birchall, J. (2016). Gender, Age and Migration. Retrieved May 28, 2018, from https://www.rosavzw.be/digidocs/dd-001417_2016_Gender_Age_Migration_IDS.pdf Brown, W. M., & Newbold, K. B. (2012). Cities and Growth: Moving to Toronto - Income Gains Associated with Large Metropolitan Labour Markets. SSRN Electronic Journal, (023). doi:10.2139/ssrn.2056449 Buis, M. (2014, December 12). -multinomial-logit-interpretation-rrr-vs-cor. Retrieved May 28, 2018, from https://www.statalist.org/forums/forum/general-stata- discussion/general/545887-multinomial-logit-interpretation-rrr-vs-cor Emery et al (work in progress, can’t be cited yet) Grant, E. K., & Vanderkamp, J. (1980). The Effects of Migration on Income: A Micro Study with Canadian Data 1965-71. The Canadian Journal of Economics, 13(3), 381. doi:10.2307/134700 Grenier, G. (1987). Earnings by Language Group in Quebec in 1980 and Emigration from Quebec between 1976and 1981. The Canadian Journal of Economics, 20(4), 774-791. Retrieved July 17, 2018, from http://www.jstor.org/stable/135415 Lee, E. S. (1966). A theory of migration. Demography, 3, 47-57. Google Scholar, Crossref, ISI Nadeau, S. (2010). Another Look at the Francophone Wage Gap in Canada: Public and Private Sectors, Quebec and Outside Quebec. Canadian Public Policy, 36(2), 159-179. doi:10.3138/cpp.36.2.159 Sioufi, R., & Bourhis, R. Y. (2017). Francophone Intergroup Attitudes and Readiness for Interprovincial Migration in Canada. Canadian Ethnic Studies, 49, 1s., 43-65. doi:10.1353/ces.2017.0002 Sioufi, R., & Bourhis, R. Y. (2017). Acculturation and Linguistic Tensions as Predictors of Quebec Francophone and Anglophone Desire for Internal Migration in Canada. Journal of Language and Social Psychology, 37(2), 136-159. doi:10.1177/0261927x17714571 Talai, A., & Vered. (1993). WILL THEY GO?: A STUDY OF INTENTIONS REGARDING MIGRATION AMONG SECONDARY V STUDENTS IN QUEBEC. Canadian Ethnic Studies, 25(1), 50-61. Retrieved July 17, 2018. Veltman, Calvin 1986 "The Interpretation of the Language Questions of the Canadian Census." Canadian Review of Sociology and Anthropology 23(3) pgs. 412-422. To be properly cited later M. Sheller, J. Urry The new mobilities paradigm Environ. Plann. A, 38 (2) (2006), pp. 207-226, 10.1068/a37268 P. Landri, E. Neumann Mobile sociologies of education Eur. Educ. Res. J., 13 (1) (2014), pp. 1-8, 10.2304/eerj.2014.13.1.1 Haley, A. (2017). Defining geographical mobility: Perspectives from higher education. Geoforum, 83, 50-59. doi:10.1016/j.geoforum.2017.04.013 T. Niedomysl, U. Fransson On distance and the spatial dimension in the definition of internal migration Ann. Assoc. Am. Geogr., 104 (2) (2014), pp. 357-372, 10.1080/00045608.2013.875809
  • 20. Acknowledgement • This study is conducted in the New Brunswick Research Data Center (RDC) at the University of New Brunswick, with confidential data provided by Statistics Canada. • We have examined three consecutive intercensal surveys: 2006 Census of Population, 2011 National Household Survey and 2016 Census of Population, and all observations in our analysis are weighted and rounded to nearest 5 for meeting the RDC confidentiality guideline.