Executive Director Steven Tobin was the opening keynote speaker at the 31st Annual Futures Conference hosted by First Work, discussing AI and automation.
Senior economist Behnoush Amery analyzes the implications and effects of COVID-19 on the future of work and the labour market, while also discussing the megatrends that are appearing.
Futures studies examine potential future scenarios and trends rather than making definitive predictions, with forecasting involving analysis of developments in areas like technology, politics, and society. Common causes of migration to cities include poverty, employment opportunities, education, business opportunities, and standards of living, as well as economic and industrial policies. A 2010 trends report predicted a growth in dual reality experiences, impromptu meetups, pop up events, companies attempting comebacks, brands facing pressure to improve practices, and companies communicating directly with consumers through emotional and rational appeals.
Women face many challenges in gaining employment including low wages, lack of career opportunities, occupational segregation, and prejudice. In response, some women have pursued professional careers like law and accounting or become entrepreneurs. Strategies to empower women include improving education, training, developing policies to support women entering and advancing in the workforce, and implementing conventions against discrimination. For economies to progress fully, governments must commit to ending gender discrimination in the labor market and enabling women to contribute their potential.
ТCI North America Webinar, July 29 2020TCI Network
This document discusses several initiatives related to sustainability and green clusters in Canada. It first discusses a webinar that focused on cluster development in Canada during the pandemic, sustainability's effect on clusters, and how sustainability can drive economic recovery. It then provides details on defining Toronto's green sector industry and its growth. It also summarizes Toronto's previous focus on growing its urban wood and bike clusters. Finally, it introduces the Zero Emissions Building Exchange in Vancouver and its strategy to support clean technology innovation and position British Columbia as a global cleantech hub.
Informality in Latin America: Taxes and beyond
III CAF-Oxford Conference Understanding the Challenges of Informality in Latin America
St Antony’s College, University of Oxford - Nov 4, 2016
Inequality, Technology & Job Polarization of the Youth Labor Market in Europe.Kariappa Bheemaiah
While Europe continues to see the ramifications of the crisis and is threatened by the exit of Greece from its fold, a bigger and more long-standing crisis has been brewing in the background since well before the crisis.
The situation of inequality from the youth perspective has received relatively little academic research. However, our research shows that in light of technological change and with the advent of increased automation, not only is the definition of work undergoing a change, but is the employment opportunity landscape for young people in Europe.
Using Agglomerative Hierarchical Clustering Techniques, we compare the situation youth employability and inequality for 28 EU countries, before and after the crisis. Our analysis shows that with technology , especially ICT, making a bigger impact on the definition of tasks and skills, the youth of Europe can no longer simply rely on education as a way of escaping inequality. The youth today require more a more entrepreneurially nourishing landscape coupled with an infrastructure that allows for information to grow in order to have a fighting chance to overcome inequality and define a new sense of work in today's digital age.
Senior economist Behnoush Amery analyzes the implications and effects of COVID-19 on the future of work and the labour market, while also discussing the megatrends that are appearing.
Futures studies examine potential future scenarios and trends rather than making definitive predictions, with forecasting involving analysis of developments in areas like technology, politics, and society. Common causes of migration to cities include poverty, employment opportunities, education, business opportunities, and standards of living, as well as economic and industrial policies. A 2010 trends report predicted a growth in dual reality experiences, impromptu meetups, pop up events, companies attempting comebacks, brands facing pressure to improve practices, and companies communicating directly with consumers through emotional and rational appeals.
Women face many challenges in gaining employment including low wages, lack of career opportunities, occupational segregation, and prejudice. In response, some women have pursued professional careers like law and accounting or become entrepreneurs. Strategies to empower women include improving education, training, developing policies to support women entering and advancing in the workforce, and implementing conventions against discrimination. For economies to progress fully, governments must commit to ending gender discrimination in the labor market and enabling women to contribute their potential.
ТCI North America Webinar, July 29 2020TCI Network
This document discusses several initiatives related to sustainability and green clusters in Canada. It first discusses a webinar that focused on cluster development in Canada during the pandemic, sustainability's effect on clusters, and how sustainability can drive economic recovery. It then provides details on defining Toronto's green sector industry and its growth. It also summarizes Toronto's previous focus on growing its urban wood and bike clusters. Finally, it introduces the Zero Emissions Building Exchange in Vancouver and its strategy to support clean technology innovation and position British Columbia as a global cleantech hub.
Informality in Latin America: Taxes and beyond
III CAF-Oxford Conference Understanding the Challenges of Informality in Latin America
St Antony’s College, University of Oxford - Nov 4, 2016
Inequality, Technology & Job Polarization of the Youth Labor Market in Europe.Kariappa Bheemaiah
While Europe continues to see the ramifications of the crisis and is threatened by the exit of Greece from its fold, a bigger and more long-standing crisis has been brewing in the background since well before the crisis.
The situation of inequality from the youth perspective has received relatively little academic research. However, our research shows that in light of technological change and with the advent of increased automation, not only is the definition of work undergoing a change, but is the employment opportunity landscape for young people in Europe.
Using Agglomerative Hierarchical Clustering Techniques, we compare the situation youth employability and inequality for 28 EU countries, before and after the crisis. Our analysis shows that with technology , especially ICT, making a bigger impact on the definition of tasks and skills, the youth of Europe can no longer simply rely on education as a way of escaping inequality. The youth today require more a more entrepreneurially nourishing landscape coupled with an infrastructure that allows for information to grow in order to have a fighting chance to overcome inequality and define a new sense of work in today's digital age.
The COVID-19 pandemic has disrupted labour markets globally and accelerated the arrival of the future of work. The pandemic recession, combined with ongoing technology adoption, is creating a "double disruption" scenario for workers. By 2025, the time spent on current tasks by humans and machines will be equal and many jobs will be transformed. While job creation will still outpace job destruction, the pace of new job growth is slowing and job losses are accelerating compared to previous years. Reskilling needs are high but the window for reskilling workers is shrinking in the current economic environment. Public support for reskilling displaced workers needs to be strengthened to manage this transition effectively.
The document discusses how Ontario can thrive in the global creative economy. It recommends that Ontario take actions on four fronts: 1) Harness the creative potential of Ontarians by developing their skills, especially analytical and social skills, and drawing on immigrant talent. 2) Broaden Ontario's talent base by increasing the percentage with post-secondary education and becoming renowned for education. 3) Establish new social safety nets to support those left behind by the changing economy. 4) Build province-wide geographic advantage by connecting cities, towns and communities through infrastructure to increase scale and velocity of movement of goods, people and ideas.
Paul Young provides an overview of the Canadian employment market in August 2020. He discusses job recovery trends compared to February 2020 levels and above average wage employment. Youth employment faces challenges such as high student debt and job quality issues. The transition from CERB to EI will require retraining programs. Going forward, the focus should be on infrastructure, skills training, competitiveness and an economic reset geared towards growth rather than redistribution of funds. Automation will play a larger role in the labor market and all levels of government need reform policies around taxation and social programs.
The document discusses investing in youth as a strategy for a stronger, cleaner, and fairer world economy. It argues that developing countries have a demographic advantage in their large youth populations. However, this is only a benefit if countries invest adequately in education, employment, and active labor policies for youth. The document stresses the importance of education, skills training, internships, and regulating temporary employment to support youth transitions into the workforce. If done correctly, investing in developing countries' youth could help address global challenges like poverty and migration while fueling long-term economic growth.
Changing Nature of Work-Final Project; Artificial Intelligence; Robots; Lifel...TuwilikaShinana1
This document discusses how the changing nature of work is reshaping the workforce due to technological progress. While technology has created new jobs and sectors, it has also displaced some workers from routine tasks. This puts low-skilled workers engaged in routine jobs at risk of automation. Governments can help prepare workers by investing in education to develop new skills, enhancing social protection programs, and creating fiscal policies to support human capital development and social protection. As work changes, lifelong learning will be needed for workers to continuously update their skills.
The award-winning New Miner Training, 4th edition, program is a must-have for your organization. This important training tool includes all the information you need on meeting Mining Health and Safety Administration requirements, with additional information on diesel particulate matter, wellness, silica, and first aid.
Emerging economies like China, India, Brazil and Russia will be among the largest in the world by 2050. They commonly started as agrarian societies and must now adapt to industrialization while developing education and respecting intellectual property. Problems include lack of education, imports, and institutional support for innovation. Solutions involve leveraging natural resources, adopting technologies, and increasing access to education. Infrastructure, corruption, and security also present challenges but can be addressed through improved policies, infrastructure investment, and anti-corruption efforts. Overall, emerging markets have strengths like large populations and growth potential, but also face threats like brain drain and weaknesses like underdeveloped infrastructure that can be overcome.
Executive Director Steven Tobin was a keynote speaker at the Growing Your Workforce Conference hosted by Workforce Planning West and Learning Networks of Western Region.
‘Gig’ economy: Implications for labour markets and growthSteven Tobin
This presentation focuses on the “gig-economy” and the implications for the labour market and growth. It discusses how we currently understand the gig economy, the terminology used to describe it, what we know about the number of works engaged in this type of work, signs of flexibility and vulnerability and considers what comes next.
The Informal Economy: Is formalization the answer? by Martha ChenKRInstitute
On 7th January 2019, KRI invited Professor Martha Chen to the seventh KRI Brown Bag Seminar to present on the topic ‘The informal economy: Is formalisation the answer?’.
The document discusses improving youth employment opportunities through better knowledge, collaboration, and interventions. It notes that achieving the World Bank's goals of reducing poverty requires promoting job growth, as poverty reduction mostly occurs through employment. While youth unemployment is higher than adult unemployment, interventions like job skills programs, wage subsidies, and linking youth to growing industries have shown promise. However, more evidence-based, scalable, and cost-effective solutions are still needed that directly involve the private sector, policymakers, educators, and young workers themselves to tackle the large challenge of global youth unemployment.
1.5 times the capacity of the planet
Pipa believes that entrepreneurs and businesses can create a more inclusive and sustainable world. Pipa supports impactful business models that are purpose-driven, innovative, ambitious, evidenced-based, and ready for market implementation. Pipa aims to fill gaps in the Brazilian impact investing ecosystem by providing inspiration and investment to early-stage, high-impact entrepreneurs. Pipa's focus is on guaranteeing human well-being and maximizing human potential through improving access to healthcare, education, income opportunities, and sustainable living conditions.
This document discusses Ontario's labour market paradox - a projected skills shortage yet pockets of high unemployment, including among postsecondary graduates with disabilities. It finds that 29% of small-medium enterprises struggle to find qualified workers, yet there is an underutilized pool of postsecondary graduates with disabilities who face higher unemployment. The document examines barriers to employing persons with disabilities from both employer and job-seeker perspectives. It considers models to help bridge the gap between small-medium enterprises and postsecondary graduates with disabilities.
Flying High in a Globally Connected WorldAnja Hoffmann
CEOs are startled by the rising expectations of the connected customers. New digital technologies like mobile, analytics, and social media are advancing rapidly on the economic landscape. Data is the new "oil" in every industry, also in the travel industry. But there's a lot more to consider when you're looking for the next disruptive innovation in your industry.
How do you serve connected customers?
The document provides an overview of the skills gap trend report by The Skills Network. It highlights the top in-demand hard skills, including finance, auditing, and accounting based on job postings. Nursing is also listed as one of the top hard skills. The document also notes the soft skills most required by employers and discusses sectors most impacted by the pandemic such as hospitality and those that are booming like healthcare. Regional breakdowns of skills needs are also included.
Khalid Abu Ismail - ESCWA
Racha Ramadan - Cairo University
ERF 24th Annual Conference
The New Normal in the Global Economy: Challenges & Prospects for MENA
July 8-10, 2018
Cairo, Egypt
Ons rapport identificeert een vijfstappenplan om wereldwijde groei van vacatures te stimuleren.
http://haysoxfordeconomics.clikpages.co.uk/globalreport2011/
1) Past interventions in the Caribbean aimed at spurring growth have not generated expected outcomes, as supply-side responses have not led to expected growth rates and employment levels.
2) Achieving growth, competitiveness, and jobs requires a long-term vision, acceptance that there are no quick fixes, structural economic reform, and attention to labor issues like high costs and brain drain.
3) The region needs to do things differently by adopting an integrated, ecological view of development; focusing on linkages between sectors like agriculture, tourism, and education; developing human resources through education; and taking a targeted, data-driven approach to interventions.
- The document discusses creating construction jobs for young people in the UK, where there are over 1 million young people who are not in employment, education, or training (NEET) and 182,000 construction jobs expected to be created by 2018. However, only 7,280 young people completed a construction apprenticeship in 2013.
- It notes barriers that currently prevent more young people from entering the construction industry, such as the structure and culture of the industry, lack of understanding of career opportunities, and lack of training programs linked to available jobs.
- The inquiry makes recommendations on how to increase opportunities for young people in construction, such as leveraging public sector contracts, improving career advice, convening a high-
The future of work will be shaped by three major forces: automation, globalization, and collaboration. Automation refers to increasingly intelligent machines performing human tasks, which could significantly impact jobs over the next 10-15 years. Globalization reflects both the ability of work to be done anywhere in the world and workers from abroad competing for jobs locally. Collaboration involves more flexible work arrangements like contracting for multiple employers simultaneously. While these changes may lower barriers to entrepreneurship and increase flexibility, they also risk higher unemployment, greater inequality, and more job insecurity, especially for young people who are already disadvantaged in the labor market. Policy responses will be needed to both enable young people to participate and protect them from negative impacts.
Re-Dynamizing the Job Machine in MENA (English)Husain Tamimi
The “Re-Dynamizing the Job Machine: Technology-Driven Transformation of Labor Markets in MENA,” report has been produced jointly by INSEAD Business School, the Center for Economic Growth and SAP MENA and was launched launched on the evening of 21 May during WEF 2015. The report emphasizes that technology will be a “game changer” in tackling youth unemployment in the Middle East and North Africa’s emerging Digital Economy, but only if the government, private, and people sectors collaborate effectively.
The COVID-19 pandemic has disrupted labour markets globally and accelerated the arrival of the future of work. The pandemic recession, combined with ongoing technology adoption, is creating a "double disruption" scenario for workers. By 2025, the time spent on current tasks by humans and machines will be equal and many jobs will be transformed. While job creation will still outpace job destruction, the pace of new job growth is slowing and job losses are accelerating compared to previous years. Reskilling needs are high but the window for reskilling workers is shrinking in the current economic environment. Public support for reskilling displaced workers needs to be strengthened to manage this transition effectively.
The document discusses how Ontario can thrive in the global creative economy. It recommends that Ontario take actions on four fronts: 1) Harness the creative potential of Ontarians by developing their skills, especially analytical and social skills, and drawing on immigrant talent. 2) Broaden Ontario's talent base by increasing the percentage with post-secondary education and becoming renowned for education. 3) Establish new social safety nets to support those left behind by the changing economy. 4) Build province-wide geographic advantage by connecting cities, towns and communities through infrastructure to increase scale and velocity of movement of goods, people and ideas.
Paul Young provides an overview of the Canadian employment market in August 2020. He discusses job recovery trends compared to February 2020 levels and above average wage employment. Youth employment faces challenges such as high student debt and job quality issues. The transition from CERB to EI will require retraining programs. Going forward, the focus should be on infrastructure, skills training, competitiveness and an economic reset geared towards growth rather than redistribution of funds. Automation will play a larger role in the labor market and all levels of government need reform policies around taxation and social programs.
The document discusses investing in youth as a strategy for a stronger, cleaner, and fairer world economy. It argues that developing countries have a demographic advantage in their large youth populations. However, this is only a benefit if countries invest adequately in education, employment, and active labor policies for youth. The document stresses the importance of education, skills training, internships, and regulating temporary employment to support youth transitions into the workforce. If done correctly, investing in developing countries' youth could help address global challenges like poverty and migration while fueling long-term economic growth.
Changing Nature of Work-Final Project; Artificial Intelligence; Robots; Lifel...TuwilikaShinana1
This document discusses how the changing nature of work is reshaping the workforce due to technological progress. While technology has created new jobs and sectors, it has also displaced some workers from routine tasks. This puts low-skilled workers engaged in routine jobs at risk of automation. Governments can help prepare workers by investing in education to develop new skills, enhancing social protection programs, and creating fiscal policies to support human capital development and social protection. As work changes, lifelong learning will be needed for workers to continuously update their skills.
The award-winning New Miner Training, 4th edition, program is a must-have for your organization. This important training tool includes all the information you need on meeting Mining Health and Safety Administration requirements, with additional information on diesel particulate matter, wellness, silica, and first aid.
Emerging economies like China, India, Brazil and Russia will be among the largest in the world by 2050. They commonly started as agrarian societies and must now adapt to industrialization while developing education and respecting intellectual property. Problems include lack of education, imports, and institutional support for innovation. Solutions involve leveraging natural resources, adopting technologies, and increasing access to education. Infrastructure, corruption, and security also present challenges but can be addressed through improved policies, infrastructure investment, and anti-corruption efforts. Overall, emerging markets have strengths like large populations and growth potential, but also face threats like brain drain and weaknesses like underdeveloped infrastructure that can be overcome.
Executive Director Steven Tobin was a keynote speaker at the Growing Your Workforce Conference hosted by Workforce Planning West and Learning Networks of Western Region.
‘Gig’ economy: Implications for labour markets and growthSteven Tobin
This presentation focuses on the “gig-economy” and the implications for the labour market and growth. It discusses how we currently understand the gig economy, the terminology used to describe it, what we know about the number of works engaged in this type of work, signs of flexibility and vulnerability and considers what comes next.
The Informal Economy: Is formalization the answer? by Martha ChenKRInstitute
On 7th January 2019, KRI invited Professor Martha Chen to the seventh KRI Brown Bag Seminar to present on the topic ‘The informal economy: Is formalisation the answer?’.
The document discusses improving youth employment opportunities through better knowledge, collaboration, and interventions. It notes that achieving the World Bank's goals of reducing poverty requires promoting job growth, as poverty reduction mostly occurs through employment. While youth unemployment is higher than adult unemployment, interventions like job skills programs, wage subsidies, and linking youth to growing industries have shown promise. However, more evidence-based, scalable, and cost-effective solutions are still needed that directly involve the private sector, policymakers, educators, and young workers themselves to tackle the large challenge of global youth unemployment.
1.5 times the capacity of the planet
Pipa believes that entrepreneurs and businesses can create a more inclusive and sustainable world. Pipa supports impactful business models that are purpose-driven, innovative, ambitious, evidenced-based, and ready for market implementation. Pipa aims to fill gaps in the Brazilian impact investing ecosystem by providing inspiration and investment to early-stage, high-impact entrepreneurs. Pipa's focus is on guaranteeing human well-being and maximizing human potential through improving access to healthcare, education, income opportunities, and sustainable living conditions.
This document discusses Ontario's labour market paradox - a projected skills shortage yet pockets of high unemployment, including among postsecondary graduates with disabilities. It finds that 29% of small-medium enterprises struggle to find qualified workers, yet there is an underutilized pool of postsecondary graduates with disabilities who face higher unemployment. The document examines barriers to employing persons with disabilities from both employer and job-seeker perspectives. It considers models to help bridge the gap between small-medium enterprises and postsecondary graduates with disabilities.
Flying High in a Globally Connected WorldAnja Hoffmann
CEOs are startled by the rising expectations of the connected customers. New digital technologies like mobile, analytics, and social media are advancing rapidly on the economic landscape. Data is the new "oil" in every industry, also in the travel industry. But there's a lot more to consider when you're looking for the next disruptive innovation in your industry.
How do you serve connected customers?
The document provides an overview of the skills gap trend report by The Skills Network. It highlights the top in-demand hard skills, including finance, auditing, and accounting based on job postings. Nursing is also listed as one of the top hard skills. The document also notes the soft skills most required by employers and discusses sectors most impacted by the pandemic such as hospitality and those that are booming like healthcare. Regional breakdowns of skills needs are also included.
Khalid Abu Ismail - ESCWA
Racha Ramadan - Cairo University
ERF 24th Annual Conference
The New Normal in the Global Economy: Challenges & Prospects for MENA
July 8-10, 2018
Cairo, Egypt
Ons rapport identificeert een vijfstappenplan om wereldwijde groei van vacatures te stimuleren.
http://haysoxfordeconomics.clikpages.co.uk/globalreport2011/
1) Past interventions in the Caribbean aimed at spurring growth have not generated expected outcomes, as supply-side responses have not led to expected growth rates and employment levels.
2) Achieving growth, competitiveness, and jobs requires a long-term vision, acceptance that there are no quick fixes, structural economic reform, and attention to labor issues like high costs and brain drain.
3) The region needs to do things differently by adopting an integrated, ecological view of development; focusing on linkages between sectors like agriculture, tourism, and education; developing human resources through education; and taking a targeted, data-driven approach to interventions.
- The document discusses creating construction jobs for young people in the UK, where there are over 1 million young people who are not in employment, education, or training (NEET) and 182,000 construction jobs expected to be created by 2018. However, only 7,280 young people completed a construction apprenticeship in 2013.
- It notes barriers that currently prevent more young people from entering the construction industry, such as the structure and culture of the industry, lack of understanding of career opportunities, and lack of training programs linked to available jobs.
- The inquiry makes recommendations on how to increase opportunities for young people in construction, such as leveraging public sector contracts, improving career advice, convening a high-
The future of work will be shaped by three major forces: automation, globalization, and collaboration. Automation refers to increasingly intelligent machines performing human tasks, which could significantly impact jobs over the next 10-15 years. Globalization reflects both the ability of work to be done anywhere in the world and workers from abroad competing for jobs locally. Collaboration involves more flexible work arrangements like contracting for multiple employers simultaneously. While these changes may lower barriers to entrepreneurship and increase flexibility, they also risk higher unemployment, greater inequality, and more job insecurity, especially for young people who are already disadvantaged in the labor market. Policy responses will be needed to both enable young people to participate and protect them from negative impacts.
Re-Dynamizing the Job Machine in MENA (English)Husain Tamimi
The “Re-Dynamizing the Job Machine: Technology-Driven Transformation of Labor Markets in MENA,” report has been produced jointly by INSEAD Business School, the Center for Economic Growth and SAP MENA and was launched launched on the evening of 21 May during WEF 2015. The report emphasizes that technology will be a “game changer” in tackling youth unemployment in the Middle East and North Africa’s emerging Digital Economy, but only if the government, private, and people sectors collaborate effectively.
2008 The Ontario Labour Market And Internationally Trained ImmigrantsNikhat Rasheed
The document discusses labour market trends in Ontario and challenges faced by immigrants and internationally trained individuals (ITIs). It notes that the Ontario labour market is experiencing demographic shifts like an aging population that will reduce the labour force. Job growth is projected in healthcare, management, and technical fields that require post-secondary education. Regulated professions and trades face barriers like credential recognition and licensure exams. The document provides an overview of in-demand occupations and education levels needed. It also examines immigrant characteristics and integration challenges faced by ITIs in Ontario.
Addressing unemployment Through Entrepreneurshipwellingtonoboh
A sneak peak at the unemployment index in three developing countries and emerging democracies; with entrepreneurship as a sustainable way to boost the economy and create jobs.
This webinar discusses Forum for the Future's Horizons framework for sustainability. It introduces Forum and the Technology Strategy Board (TSB), describes how Horizons was created using 40 frameworks to define qualities of a sustainable economy, and outlines how Horizons is being used by TSB and others to shape strategies and programs. Examples of using Horizons for synthetic biology and energy are provided. Participants are asked how sustainability issues could be turned into opportunities and how their organization could use Horizons.
The document discusses a course in applied economics that deals with basic economic principles and their application to contemporary issues facing Filipino entrepreneurs, such as prices, wages, rent, and taxes. It covers industry analysis to identify business opportunities and requires students to prepare a socioeconomic impact study of a business venture. The course aims to help students understand and address current economic issues using critical thinking.
This presentation will discuss labour market including analysis of the job trends.
The presentation will also discuss government policies including comments made during the 2015 election campaign.
Similar to Workforce Revolution: Transforming Challenges into Opportunities (20)
Les offres d’emploi en ligne deviennent une ressource essentielle pour les décideurs et les chercheurs qui étudient le marché du travail. Le CIMT continue de travailler avec les données de Vicinity Jobs tirées des offres d’emploi en ligne, qui peuvent être analysées dans notre
tableau de bord des tendances de l'emploi au Canada. Notre analyse des données provenant des offres d’emploi en ligne a permis d'obtenir des informations précieuses, notamment le
récent rapport
de Suzanne Spiteri sur l'amélioration de la qualité et de l'accessibilité des offres d'emploi afin de réduire les obstacles à l'emploi pour les personnes neurodivergentes.
[4:55 p.m.] Bryan Oates
OJPs are becoming a critical resource for policy-makers and researchers who study the labour market. LMIC continues to work with Vicinity Jobs’ data on OJPs, which can be explored in our Canadian Job Trends Dashboard. Valuable insights have been gained through our analysis of OJP data, including LMIC research lead
Suzanne Spiteri’s recent report on improving the quality and accessibility of job postings to reduce employment barriers for neurodivergent people.
Decoding job postings: Improving accessibility for neurodivergent job seekers
Improving the quality and accessibility of job postings is one way to reduce employment barriers for neurodivergent people.
Les données d’offres d’emplois en ligne d'entreprises telles que Vicinity Jobs servent de plus en plus de complément aux sources traditionnelles de données sur la demande de main-d'œuvre, telles que les enquêtes sur les postes vacants et les salaires (EPVS). Ibrahim Abuallail, candidat au Ph. D., Université d’Ottawa, a présenté la recherche relative aux biais dans les offres d’emploi en ligne et une approche proposée pour rajuster efficacement les données de ces offres d’emploi afin de compléter les données officielles existantes (telles que celles des EPVS) et d'améliorer la mesure de la demande de main-d'œuvre.
OJP data from firms like Vicinity Jobs have emerged as a complement to traditional sources of labour demand data, such as the Job Vacancy and Wages Survey (JVWS). Ibrahim Abuallail, PhD Candidate, University of Ottawa, presented research relating to bias in OJPs and a proposed approach to effectively adjust OJP data to complement existing official data (such as from the JVWS) and improve the measurement of labour demand.
Les données de Vicinity Jobs englobent plus de trois millions d'offres d'emploi en ligne pour 2023 ainsi que des milliers de compétences. La plupart des compétences apparaissent dans moins de 0,02 % des offres d'emploi, de sorte que la plupart des offres reposent sur un petit sous-ensemble de termes couramment utilisés, comme le travail en équipe.
Laura Adkins-Hackett, économiste, CIMT, et Sukriti Trehan, scientifique de données, CIMT, ont présenté leurs recherches sur les tendances relatives aux compétences répertoriées dans les offres d’emploi en ligne afin de mieux comprendre les compétences les plus en demande. Ce projet de recherche utilise l'information mutuelle spécifique et d'autres méthodes pour extraire davantage d'informations sur les compétences communes à partir des relations entre les compétences, les professions et les régions.
Vicinity Jobs’ data includes more than three million 2023 OJPs and thousands of skills. Most skills appear in less than 0.02% of job postings, so most postings rely on a small subset of commonly used terms, like teamwork.
Laura Adkins-Hackett, Economist, LMIC, and Sukriti Trehan, Data Scientist, LMIC, presented their research exploring trends in the skills listed in OJPs to develop a deeper understanding of in-demand skills. This research project uses pointwise mutual information and other methods to extract more information about common skills from the relationships between skills, occupations and regions.
Dans un marché du travail tendu, les demandeurs d'emploi acquièrent un pouvoir de négociation qui leur permet d'améliorer la qualité de leurs emplois — c'est du moins ce que l'on croit généralement.
Michael Willcox, économiste, CIMT, a présenté des résultats qui révèlent un affaiblissement de la relation entre le resserrement du marché du travail et les indicateurs de qualité de l'emploi à la suite de la pandémie. Le resserrement du marché du travail a coïncidé avec la croissance des salaires réels pour une partie seulement des travailleurs : ceux qui occupent des emplois peu rémunérés nécessitant peu d'éducation. Plusieurs facteurs — notamment la composition du marché du travail, le comportement des travailleurs et des employeurs, et les pratiques du marché du travail — ont contribué à l'absence d'avantages pour les travailleurs. Ces facteurs feront l'objet d'une étude plus approfondie dans le cadre de travaux futurs.
In a tight labour market, job-seekers gain bargaining power and leverage it into greater job quality—at least, that’s the conventional wisdom.
Michael, LMIC Economist, presented findings that reveal a weakened relationship between labour market tightness and job quality indicators following the pandemic. Labour market tightness coincided with growth in real wages for only a portion of workers: those in low-wage jobs requiring little education. Several factors—including labour market composition, worker and employer behaviour, and labour market practices—have contributed to the absence of worker benefits. These will be investigated further in future work.
Michael Willcox a fait une présentation sur le resserrement des marchés du travail et les solutions pour y faire face. Au cours de la période de questions, les membres de l’auditoire se sont montrés particulièrement intéressés par l’ampleur des investissements que les entreprises consacrent aux technologies à faible main-d’œuvre, par les différentes politiques susceptibles de remédier aux pénuries de main-d’œuvre et par le rôle de la productivité dans l’inadéquation entre les compétences et les exigences professionnelles.
Au cours de cette séance, Brittany Feor s’est penchée sur les salaires pour savoir s’ils suivent le rythme de l’inflation. Au cours de la période de questions, les membres de l’auditoire ont discuté de sujets potentiels de recherche, dont l’incidence du domaine de spécialisation (STIM et non-STIM) sur les écarts salariaux en fonction du genre et l’impact des politiques de congé parental sur la dynamique de la population active.
Dans une présentation fondée sur l’analyse et les résultats de travaux réalisés par Kashyap Arora, Anne-Lore Fraikin et Sukriti Trehan, Kashyap a décrit diverses méthodes permettant de mesurer les tendances de la demande de main-d’œuvre à partir des offres d’emploi en ligne et les résultats préliminaires de l’analyse de données recueillies par Vicinity Jobs. Au cours de la séance de questions, le public a discuté des différences entre les tendances des offres d’emploi en ligne et les postes vacants recensés par l’Enquête sur les postes vacants et les salaires (EPVS).
LMIC senior economist Brittany Feor presented on whether wages are keeping up with inflation. During the Q&A, audience members engaged in discussion about potential areas of future research, such as whether wage differences between genders could be influenced by the choice of STEM versus non-STEM fields, as well as examining the impact of parental leave policies on workforce dynamics.
In a presentation based on analysis and findings prepared by Kashyap Arora, Anne-Lore Fraikin, and Sukriti Trehan, Kashyap presented a selection of methods for assessing labour demand trends through online job postings, with preliminary results from Vicinity Jobs.
Michael Willcox presented on tight labour markets and how to plan for them at the Canadian Economics Association's 2023 conference. During the Q&A, audience members were particularly interested in exploring the extent of business investment in labour-saving technologies, examining policy options to address labour shortages, and understanding the crucial role that productivity plays in the mismatch between skills and job requirements.
Michael Willcox, LMIC economist, participated in a panel hosted by World Education Services (WES) at the 5th Metropolis Identities Summit to discuss how the employment rate of immigrant youth is lower compared to Canadian-born youth, but the gap is closing.
Tony Bonen, directeur général (intérimaire) au CIMT, a discuté les promesses et limites du moissonnage du web sur les offres d’emploi à l'atelier de travail sur les besoins non comblés en matière de main-d’œuvre bilingue du Conseil des ministres sur la francophonie canadienne
Le directeur général intérimaire Tony Bonen a été invité par l'Association canadienne des administrateurs de la législation ouvrière (ACALO) où il a parlé du resserrement du marché du travail, des pénuries de main-d'œuvre et de compétences, et de l'avenir du travail.
LMIC's acting executive director Tony Bonen was invited by the Canadian Association of Administrators of Labour Legislation (CAALL) where he spoke about labour market tightness, labour and skills shortages, and the future of work.
More from Labour Market Information Council | Conseil de l’information sur le marché du travail (20)
Build applications with generative AI on Google CloudMárton Kodok
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
Open Source Contributions to Postgres: The Basics POSETTE 2024ElizabethGarrettChri
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
Generative Classifiers: Classifying with Bayesian decision theory, Bayes’ rule, Naïve Bayes classifier.
Discriminative Classifiers: Logistic Regression, Decision Trees: Training and Visualizing a Decision Tree, Making Predictions, Estimating Class Probabilities, The CART Training Algorithm, Attribute selection measures- Gini impurity; Entropy, Regularization Hyperparameters, Regression Trees, Linear Support vector machines.
Workforce Revolution: Transforming Challenges into Opportunities
1. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Workforce Revolution:
Transforming Challenges into
Opportunities
22 October 2019
2. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Outline
1. The labour market situation of youth in
Ontario
2. Barriers to success
3. What can we do?
3. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Ontario is relatively young
24% 22%
Share of the population 15-29/15+
4. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Unemployment rate is marginally higher
9.5% 8.5%Youth
All 5.6% 6.0%
5. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Especially for young men…
10.3% 8.7%
6. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
…and immigrants
11.1% 9.1%
Immigrant youth Non-Immigrant youth
7. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Non-standard employment is also slightly higher
50% 47%Youth
All 37% 37%
8. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Leading to lower wages and fewer hours
Standard Non-standard
Wages $23/hour $17/hour
Hours 39 hours/week 24 hours/week
9. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Outline
1. The labour market situation of youth in
Ontario
2. Barriers to success
3. What can we do?
10. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Are expectations mis-aligned?
20%
22%
24%
26%
28%
30%
32%
34%
36%
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018
Ontario Canada
*Overqualified is defined as employer persons with an educational level greater than required by their current
occupation (as defined by the NOC skill level).
Share of over-qualified workers
11. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
There are multiple career pathways
Column1
Average earnings per hour
2018
Employment growth
2008-2018 (%)
Select Red Seal Apprentices
Rig Technician 38.9$ 38.2
Boilermaker 38.0$ 21.5
Steamfitter/Pipefitter 35.1$ 7.8
Ironworker 33.5$ 16.2
Agricultural Equipment Technician 33.0$ 32.8
Refrigeration and Air Conditioning Mechanic 32.3$ 18.7
All occupations in Canada 26.9$ 9.7
12. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Skills requirements: Top of mind for students
1. Skills definitions? Limited and confusing
Multiple taxonomies (“soft skills”, “essential skills”,
“technical skills”, “transferable skills”, “hard skills”,
“STEM skills”, etc.)
2. Measurement challenges
13. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Multiple, often reinforcing barriers
1. 32% of female NEETs are caring for child/family member
Women (all) are absent from work 4 times more than men for
family/personal reasons
2. Youth are often ineligible for income support
3. Lack of work experience
4. Other factors: discrimination, lack of job opportunities,
transportation, etc.
14. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Outline
1. The labour market situation of youth in
Ontario
2. Barriers to success
3. What can we do?
15. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Better information on skills
1. Improve our understandings of how
jobs are changing through the lens of
skills
NOC
16. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Helping those who help
2. Putting information into the hands of
those who help youth
17. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Moving beyond socio-demographics
3. Target the disadvantage not just the
disadvantaged
18. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Active and passive support
4. Mutually-supportive measures
19. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Broaden our thinking about jobs
5. Measures are needed to improve
aspects of non-standard employment
20. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Tell me something I didn’t know
6. Government, employers, trainers,
educators need to work together to
ensure relevance
21. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: People aren’t replaceable
7. Lessons of the past remain relevant,
e.g. early retirement does not create
opportunities for youth
22. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
What can we do: Program design
Systematic gathering of data, including control
groups
Impact evaluations: Beyond monitoring –
towards “what works” and in which context
Time matters
23. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Conclusion
1. Youth face persistent labour market challenges
2. Better information in key areas can help – but not
sufficient
3. Improvements in support measures are needed
4. We can do better to build lessons for the future
24. LABOUR MARKET INFORMATION COUNCIL
CONSEIL DE L’INFORMATION SUR LE MARCHÉ DU TRAVAIL
Contact
www.lmic-cimt.ca
steven.tobin@lmic-cimt.ca
@StevenTobinLMIC