How has Australia's population changed over the years? Learn more about the shift in population growth through understanding migration, fertility and mortality rates.
Looking outside of your place to other places is a very sophisticated way of building policy. This presentation will use examples across regional NSW to demonstrate how you can use demographic and economic benchmarks to understand one place in the context of others and develop policy that plays to a place’s strengths.
Dave Plumstead, a research analyst, presented data on age and sex from the 2016 Canadian Census to the Board on May 23, 2017. The presentation included a recap of previous census data, Ontario and Nipissing District's population pyramids showing age and sex distributions, comparisons of age groups within Nipissing District and to Ontario, and trends over time from 2001 to 2016 and a projection to 2031. Key findings noted the share of seniors, boomers, busters, echoes, and millennials in Nipissing District's population.
Key drivers of population change and population forecasts in NSW. Presented at .id's launch event for recently updated Small Area Forecast information (.id SAFi) in Sydney.
National statistics - Ethnicity & IdentityThink Ethnic
This document summarizes key findings from the Office for National Statistics report on ethnicity and identity in the UK from the 2001 Census. It finds that the UK population is becoming more culturally diverse, with 4.6 million people from non-white backgrounds. Non-white ethnic groups tend to live in large urban areas, with nearly half residing in London. There are significant differences between ethnic groups in terms of population size, age distribution, geographic distribution, household characteristics, and other factors. The document provides detailed data on these characteristics broken down by various ethnic groups.
A catalogue of fact sheets has been compiled in order to give journalists an idea of the breadth of statistical information available at the Health and Social Care Information Centre (HSCIC).
These fact sheets cover a range of subjects at a national level broken down by individual subject areas.
Download this fact sheet to understand more about the "Health and Care of Older People"
This document summarizes population growth trends in regional Australia. It finds that while regional areas account for around a quarter of Australia's population growth, this is less than their overall population share. Some key points made include:
- Regional centers grow through natural increase, attracting populations from surrounding areas, overseas migrants, and migrants from other regions.
- The fastest growing regional LGAs in recent years include Capel, Chittering, Weipa, Busselton, and Harvey.
- Overseas migration is an important driver of growth for some regional centers like the Gold Coast, Sunshine Coast, and Wollongong. Migrants tend to be employed and help keep regional populations younger.
- Some regional
Demographic data and analysis can help communities in several ways:
1) It facilitates the development of happy and sustainable communities by helping understand current and future community needs.
2) Key sources of demographic data include the Census and .id profiles which provide information on topics like population, households, age, and income to help understand a community and how it is changing.
3) Converting raw data into knowledge involves telling the story of a community, identifying relevant geographies, benchmarking against other areas, and analyzing trends over time to inform planning and resource allocation decisions.
Looking outside of your place to other places is a very sophisticated way of building policy. This presentation will use examples across regional NSW to demonstrate how you can use demographic and economic benchmarks to understand one place in the context of others and develop policy that plays to a place’s strengths.
Dave Plumstead, a research analyst, presented data on age and sex from the 2016 Canadian Census to the Board on May 23, 2017. The presentation included a recap of previous census data, Ontario and Nipissing District's population pyramids showing age and sex distributions, comparisons of age groups within Nipissing District and to Ontario, and trends over time from 2001 to 2016 and a projection to 2031. Key findings noted the share of seniors, boomers, busters, echoes, and millennials in Nipissing District's population.
Key drivers of population change and population forecasts in NSW. Presented at .id's launch event for recently updated Small Area Forecast information (.id SAFi) in Sydney.
National statistics - Ethnicity & IdentityThink Ethnic
This document summarizes key findings from the Office for National Statistics report on ethnicity and identity in the UK from the 2001 Census. It finds that the UK population is becoming more culturally diverse, with 4.6 million people from non-white backgrounds. Non-white ethnic groups tend to live in large urban areas, with nearly half residing in London. There are significant differences between ethnic groups in terms of population size, age distribution, geographic distribution, household characteristics, and other factors. The document provides detailed data on these characteristics broken down by various ethnic groups.
A catalogue of fact sheets has been compiled in order to give journalists an idea of the breadth of statistical information available at the Health and Social Care Information Centre (HSCIC).
These fact sheets cover a range of subjects at a national level broken down by individual subject areas.
Download this fact sheet to understand more about the "Health and Care of Older People"
This document summarizes population growth trends in regional Australia. It finds that while regional areas account for around a quarter of Australia's population growth, this is less than their overall population share. Some key points made include:
- Regional centers grow through natural increase, attracting populations from surrounding areas, overseas migrants, and migrants from other regions.
- The fastest growing regional LGAs in recent years include Capel, Chittering, Weipa, Busselton, and Harvey.
- Overseas migration is an important driver of growth for some regional centers like the Gold Coast, Sunshine Coast, and Wollongong. Migrants tend to be employed and help keep regional populations younger.
- Some regional
Demographic data and analysis can help communities in several ways:
1) It facilitates the development of happy and sustainable communities by helping understand current and future community needs.
2) Key sources of demographic data include the Census and .id profiles which provide information on topics like population, households, age, and income to help understand a community and how it is changing.
3) Converting raw data into knowledge involves telling the story of a community, identifying relevant geographies, benchmarking against other areas, and analyzing trends over time to inform planning and resource allocation decisions.
General perception that the wave of post war baby boomers are heading towards retirement age now and that this will have a significant (and in some people’s minds, catastrophic) impact on our communities. There will be a huge impost on our aged care services, a mismatch between the number of people working and the number of people dependent on their taxes, and there will be a skills shortage as the baby boomers leave the work force in droves.
This view is often accompanied by a sense of inevitability – as if this course was set for us 60 years ago and there’s nothing we can do about it.
At .id, our business is to understand population change, and how populations are likely to change into the future. We do this so that local government can plan effectively for these changes. Our research shows that there has been a significant population shift in Australia over the last five years, and that the rhetoric around the aging of the baby boomers may no longer be serving us well.
Demographic Characteristics of Australia (2013)Janelle Vasey
A PowerPoint presentation on the population demographic characteristics of Australia, focusing on the most up-to-date information available. There are minor spelling/grammar errors that can be fixed by yourself, but you can also edit slides once downloaded.
Australia's population is currently growing at its fastest rate in almost 20 years due to both natural increase and immigration. Key characteristics of Australia's population include a population size of over 20 million that is concentrated along the eastern coast, an aging population structure, and an increasingly diverse ethnic composition with over a quarter of Australians being foreign-born or having foreign-born parents. The total fertility rate has risen in recent years but remains below replacement level.
Population and demography are major areas of study for social scientists. A population is defined as a group of individuals occupying a particular place at a given time. Key factors in defining a population are group, place, and time. Population growth impacts issues like housing, food security, and the environment. Demography statistically analyzes population characteristics like size, composition by age and sex, birth and death rates, and immigration. Demographic data is important for policymaking and predicting future trends. Sources of demographic data include censuses, vital statistics like birth and death records, and surveys. Population change is influenced by fertility, mortality, and migration. Population pyramids display the age and sex structure of a population.
Australia is an island continent located in the Southern Hemisphere, so its seasons are opposite of those in Europe. It is composed of 7 territories and has a population of around 22 million people. The capital is Canberra, and the largest city is Sydney. Aboriginal Australians have lived in Australia for over 40,000 years, but now only represent 1% of the population. Some iconic Australian symbols include Uluru, kangaroos, and the Sydney Opera House.
Prior to the GFC, Australia was experiencing its most rapid population growth since 1972. This presentation suggests that the GFC will lead to a reduction in population growth in Australia due to a fall in both fertility and international migration. However, it also argues that regardless of global and Australian economic trends there are fundamental demographic factors which necessitate the maintenance of significant population growth into the future. Some of the implications of these trends for business are explored.
Graeme Hugo: Some demographic implications of the global economic crisis/chal...Marketing Week
Marketing Week 2009.
Prior to the GFC, Australia was experiencing its most rapid population growth since 1972. This presentation suggests that the GFC will lead to a reduction in population growth in Australia due to both a fall in fertility and international migration.
Population Pyramids and Nipissing's Boom, Bust & Echo; Why the Fee Subsidy Pr...David Plumstead
This presentation discusses trends in Nipissing District's population and the implications for childcare fee subsidy pressures. It shows that the district's population is aging, with the large baby boom generation reaching retirement, which will reduce the workforce. At the same time, the number of children under age 12 requiring subsidized childcare is rising gradually over time. This increasing demand is exacerbated by seasonal fluctuations related to the school year and random policy changes. The trends suggest the district will face ongoing pressure to subsidize more children and maintain services for an aging population.
This document summarizes a presentation about peri-urban demographic change. It discusses how peri-urban areas are experiencing rapid population growth internationally and in Australia. It defines peri-urban areas and examines their population dynamics, characteristics, and key trends. Peri-urban areas have distinct demographics like absorbing a disproportionate share of national growth and immigrant settlements. They also face issues from rapid change and lack of infrastructure/services catching up to growth. The presentation calls for more research on defining peri-urban areas and understanding their unique demographic issues.
Launch event for .id's latest release Western Australian Small Area Forecast information. Demographic trends and analysis, followed by the state's future outlook.
Contrary to the popular belief in some parts of the world that international migrants take jobs away from Australians, by filling many of these positions and settling in regional areas, international migrants are actually helping create new jobs. By settling in regional communities, international migrants are also helping to provide stability to the local population and services as well as bringing more diverse and younger residents to these communities. In drawing on the RAI’s discussion paper, The Missing Migrants, this presentation outlines examples of successful regional settlement of international migrants. It highlights the importance of local government leadership and a grass-roots approach to tackling the perennial regional issues of population decline and long-term economic stability.
AustraliaPopulation2016.com is an effort site to share most approximate population of Australia states and its city. We are a couple of tech enthusiast working behind the site. Visit http://australiapopulation2016.com/ for more details.
Grey(t) Britain: lessons for an ageing society - presentationResolutionFoundation
The document discusses the aging population trends in the UK. It notes that there are many baby boomers, employment rates for older workers have surged with the 50-64 rate increasing 16 percentage points, and the dependency ratio is rising as baby boomers retire. However, the country is not aging equally, with some local authorities already having a higher percentage of those over 65 than Japan, though most areas will see their elderly populations grow substantially by 2039.
Population and development are interlinked. It is not easy to distinguish cause and effect relationship between these two. However, they may reinforce each other and may provide some synergistic role.
.id's demographic analysis of rapidly changing population trends in Victoria and Melbourne, both now and in the future.
Presented at the launch event for .id's Small Area Forecast information (.id SAFi) in Melbourne.
Demography Meets Psephology: the Impact of Changing Age Structure on Democrat...HKUST IEMS
This document discusses how population aging will impact democratic systems in Asian countries. It analyzes survey data on voter turnout by age group from several Asian countries between 2001-2016. Using these trends and UN population projections, it models how the distribution of "voters" by age will change between 2015-2050. It finds that most countries will see a large increase in the ratio of older to younger voters. This could impact voting systems and political orientations. More research is needed on how education levels, behavior changes, and feedback effects might alter these projections.
The document summarizes demographic data from the 2011 Australian census about overseas-born residents in the Australian Capital Territory (ACT). It finds that over half of overseas-born ACT residents are under age 45, while Europeans tend to be older, with over 73% over age 45. Asian-born residents are generally younger, with 70.2% under age 45. The most common countries of birth for overseas-born ACT residents are England, China, India, New Zealand, and Vietnam.
The document provides demographic information about Australia's population:
- Australia has a population of 22.6 million people as of 2012, with most living in urban areas along the eastern coast.
- The population is aging, with the median age at 37.7 years and fertility rates below replacement levels.
- Immigration is a major source of population growth, with around 185,000 new immigrants per year helping address labor shortages from an aging population.
- Individual states and territories face different population challenges; South Australia has the lowest growth and oldest population while relying heavily on immigration to boost numbers. National and local policies aim to better distribute immigration and support families to stabilize and grow Australia's population.
General perception that the wave of post war baby boomers are heading towards retirement age now and that this will have a significant (and in some people’s minds, catastrophic) impact on our communities. There will be a huge impost on our aged care services, a mismatch between the number of people working and the number of people dependent on their taxes, and there will be a skills shortage as the baby boomers leave the work force in droves.
This view is often accompanied by a sense of inevitability – as if this course was set for us 60 years ago and there’s nothing we can do about it.
At .id, our business is to understand population change, and how populations are likely to change into the future. We do this so that local government can plan effectively for these changes. Our research shows that there has been a significant population shift in Australia over the last five years, and that the rhetoric around the aging of the baby boomers may no longer be serving us well.
Demographic Characteristics of Australia (2013)Janelle Vasey
A PowerPoint presentation on the population demographic characteristics of Australia, focusing on the most up-to-date information available. There are minor spelling/grammar errors that can be fixed by yourself, but you can also edit slides once downloaded.
Australia's population is currently growing at its fastest rate in almost 20 years due to both natural increase and immigration. Key characteristics of Australia's population include a population size of over 20 million that is concentrated along the eastern coast, an aging population structure, and an increasingly diverse ethnic composition with over a quarter of Australians being foreign-born or having foreign-born parents. The total fertility rate has risen in recent years but remains below replacement level.
Population and demography are major areas of study for social scientists. A population is defined as a group of individuals occupying a particular place at a given time. Key factors in defining a population are group, place, and time. Population growth impacts issues like housing, food security, and the environment. Demography statistically analyzes population characteristics like size, composition by age and sex, birth and death rates, and immigration. Demographic data is important for policymaking and predicting future trends. Sources of demographic data include censuses, vital statistics like birth and death records, and surveys. Population change is influenced by fertility, mortality, and migration. Population pyramids display the age and sex structure of a population.
Australia is an island continent located in the Southern Hemisphere, so its seasons are opposite of those in Europe. It is composed of 7 territories and has a population of around 22 million people. The capital is Canberra, and the largest city is Sydney. Aboriginal Australians have lived in Australia for over 40,000 years, but now only represent 1% of the population. Some iconic Australian symbols include Uluru, kangaroos, and the Sydney Opera House.
Prior to the GFC, Australia was experiencing its most rapid population growth since 1972. This presentation suggests that the GFC will lead to a reduction in population growth in Australia due to a fall in both fertility and international migration. However, it also argues that regardless of global and Australian economic trends there are fundamental demographic factors which necessitate the maintenance of significant population growth into the future. Some of the implications of these trends for business are explored.
Graeme Hugo: Some demographic implications of the global economic crisis/chal...Marketing Week
Marketing Week 2009.
Prior to the GFC, Australia was experiencing its most rapid population growth since 1972. This presentation suggests that the GFC will lead to a reduction in population growth in Australia due to both a fall in fertility and international migration.
Population Pyramids and Nipissing's Boom, Bust & Echo; Why the Fee Subsidy Pr...David Plumstead
This presentation discusses trends in Nipissing District's population and the implications for childcare fee subsidy pressures. It shows that the district's population is aging, with the large baby boom generation reaching retirement, which will reduce the workforce. At the same time, the number of children under age 12 requiring subsidized childcare is rising gradually over time. This increasing demand is exacerbated by seasonal fluctuations related to the school year and random policy changes. The trends suggest the district will face ongoing pressure to subsidize more children and maintain services for an aging population.
This document summarizes a presentation about peri-urban demographic change. It discusses how peri-urban areas are experiencing rapid population growth internationally and in Australia. It defines peri-urban areas and examines their population dynamics, characteristics, and key trends. Peri-urban areas have distinct demographics like absorbing a disproportionate share of national growth and immigrant settlements. They also face issues from rapid change and lack of infrastructure/services catching up to growth. The presentation calls for more research on defining peri-urban areas and understanding their unique demographic issues.
Launch event for .id's latest release Western Australian Small Area Forecast information. Demographic trends and analysis, followed by the state's future outlook.
Contrary to the popular belief in some parts of the world that international migrants take jobs away from Australians, by filling many of these positions and settling in regional areas, international migrants are actually helping create new jobs. By settling in regional communities, international migrants are also helping to provide stability to the local population and services as well as bringing more diverse and younger residents to these communities. In drawing on the RAI’s discussion paper, The Missing Migrants, this presentation outlines examples of successful regional settlement of international migrants. It highlights the importance of local government leadership and a grass-roots approach to tackling the perennial regional issues of population decline and long-term economic stability.
AustraliaPopulation2016.com is an effort site to share most approximate population of Australia states and its city. We are a couple of tech enthusiast working behind the site. Visit http://australiapopulation2016.com/ for more details.
Grey(t) Britain: lessons for an ageing society - presentationResolutionFoundation
The document discusses the aging population trends in the UK. It notes that there are many baby boomers, employment rates for older workers have surged with the 50-64 rate increasing 16 percentage points, and the dependency ratio is rising as baby boomers retire. However, the country is not aging equally, with some local authorities already having a higher percentage of those over 65 than Japan, though most areas will see their elderly populations grow substantially by 2039.
Population and development are interlinked. It is not easy to distinguish cause and effect relationship between these two. However, they may reinforce each other and may provide some synergistic role.
.id's demographic analysis of rapidly changing population trends in Victoria and Melbourne, both now and in the future.
Presented at the launch event for .id's Small Area Forecast information (.id SAFi) in Melbourne.
Demography Meets Psephology: the Impact of Changing Age Structure on Democrat...HKUST IEMS
This document discusses how population aging will impact democratic systems in Asian countries. It analyzes survey data on voter turnout by age group from several Asian countries between 2001-2016. Using these trends and UN population projections, it models how the distribution of "voters" by age will change between 2015-2050. It finds that most countries will see a large increase in the ratio of older to younger voters. This could impact voting systems and political orientations. More research is needed on how education levels, behavior changes, and feedback effects might alter these projections.
The document summarizes demographic data from the 2011 Australian census about overseas-born residents in the Australian Capital Territory (ACT). It finds that over half of overseas-born ACT residents are under age 45, while Europeans tend to be older, with over 73% over age 45. Asian-born residents are generally younger, with 70.2% under age 45. The most common countries of birth for overseas-born ACT residents are England, China, India, New Zealand, and Vietnam.
The document provides demographic information about Australia's population:
- Australia has a population of 22.6 million people as of 2012, with most living in urban areas along the eastern coast.
- The population is aging, with the median age at 37.7 years and fertility rates below replacement levels.
- Immigration is a major source of population growth, with around 185,000 new immigrants per year helping address labor shortages from an aging population.
- Individual states and territories face different population challenges; South Australia has the lowest growth and oldest population while relying heavily on immigration to boost numbers. National and local policies aim to better distribute immigration and support families to stabilize and grow Australia's population.
India has experienced steady population growth since 1921. It is currently the second most populous country in the world with over 1.2 billion people. The population is young, with more than 30% under 15 years old. This is reflected in India's demographic pyramid which shows a broad base tapering at the top. Sex ratios are improving but remain unbalanced due to cultural preferences for sons. Most states have ratios below national average of 940 females per 1000 males. Literacy and education levels are increasing but large proportions still lack basic education. Life expectancy is also rising but remains lower than developed nations. The population is projected to surpass China's by 2027 and reach 1.53 billion by 2050.
The Australian Diaspora, Its Size, Nature And SignificanceAusmerica
This document discusses the size and nature of the Australian diaspora. Some key points:
- The Australian diaspora is estimated to be around 900,000 people, or 4.3% of Australia's population, living overseas. Major destinations include the UK, USA, and New Zealand.
- Those in the diaspora tend to be highly educated young professionals who emigrated for career opportunities and advancement. Many maintain close ties to Australia through family, visits, and online connections.
- Around 45% of those surveyed intended to eventually return to Australia to live, most citing lifestyle and family reasons. Frequency of return visits declines the longer people live abroad.
- Remittances, investment,
This document provides demographic information about India, including its population trends, structure, and key indicators. It notes that India is the second most populous country globally and has seen steady population growth. Some highlights include: India's population reached 1 billion in 2000 and is projected to reach 1.53 billion by 2050; the dependency ratio has decreased from 794 in 1991 to 652 in 2011, indicating more working age people; and the total fertility rate in India is currently 2.2 children per woman.
As an organisation who work extensively with the chief statistical organisations on both sides of the Tasman, our demographer and Census expert, Glenn Capuano, shares his experience working with data from the Australian Bureau of Statistics and Stats New Zealand.
We sometimes hear the story that rural and regional towns are in decline - that their populations are ageing as they lose their youth to metropolitan centres of work and play. And while that narrative is true for some regional towns, in this piece, Glenn looks at three towns in rural and regional Victoria, to show how the demographic story varies from place to place.
A presentation to local business groups demonstrating how they can use .id's publicly available toolkit to understand the local demographic and economic profile.
In the last decade, Australia's population has grown at almost unprecedented rates. While many of these people have settled in metropolitan areas, this growth has not filtered out into the cities of Regional New South Wales. In this presentation for the Evocities group, .id Economist Keenan Jackson looks at why 'access to Sydney' is still a big factor in where people choose to live, and the intervention required to attract people to these regional centres.
Have Queensland's regional economies moved away from mining, agriculture and tourism as the key drivers of their economy? .id Economist Keenan Jackson looks at the ways in which the characteristics of certain regional economies are starting to converge with those more typical of metro areas.
The Central Coast economy grew at 4.3% per year over the last two years, well exceeding its regional plan targets for job growth. However, the document notes some downside risks from global and domestic economic trends that could threaten continued growth. It highlights the need for long-term focus and investments like those that transformed Geelong's economy, to further reduce unemployment and commuting by growing jobs in line with residents' needs across the entire Central Coast region.
.id's senior economist, Rob Hall, looks at the four forces shaping the future economy of hte Southern Downs region, the key drivers of the local economy currently, and the influences of the changing demographic profile on the region.
.id's senior economic consultant, Rob Hall, investigates the key drivers of Australia's regional economies, explores the challenge of uneven growth and the transition to the knowledge economy.
.id's Senior economist, Rob Hall, explores the economy of Toowoomba, analysing changing migration patters, decoupling the link between economic growth and employment, the transition to a new skills economy, risks to regional competitive advantages and a closer look at the local University sector.
This document summarizes a presentation about the state of Australia's fast growing outer suburbs (FGOS). It notes that FGOS now account for 11.3% of Australia's GDP and their economies and populations are growing rapidly. However, FGOS still lag behind major cities in measures like the percentage of high-skilled jobs and residents with university degrees. The presentation argues that further investment is needed in FGOS to support skills development, build up local industry clusters, expand cultural and research institutions, and improve infrastructure in order to maximize their economic potential and productivity.
A presentation our client manager, Glenn Capuano, gave to the Cancer Institute of New South Wales about the changing, multicultural population of New South Wales
This work is designed to provide a practical resource for local government to address housing affordability, using census data-based time series analysis, to quantify:
- Who is in housing stress?
- How many are there?
- Where are they? and
- What can be done about it?
In the information age, you would think location matters less. In fact it matters more. Demography helps you understand how to be in the right place at the right time which is often the key to success in business. We will illustrate this with a case study that shows how Richmond Football Club became one of the top three clubs in the AFL for membership size by employing demographic evidence to inform its strategy.
Understanding target communities through demographics can help organizations make informed decisions, effectively communicate, empower groups, and advocate. Demographic data from sources like the Census can tell the story of a place, test assumptions, and understand changes. It is important to convert raw data into meaningful knowledge about communities through techniques like storytelling, benchmarking, and analyzing time series trends to understand who comprises a community, how it compares to others, and how it is evolving. Case studies demonstrate how demographic analysis informed decisions for communities.
The Building Blocks of QuestDB, a Time Series Databasejavier ramirez
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data LakeWalaa Eldin Moustafa
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
Analysis insight about a Flyball dog competition team's performanceroli9797
Insight of my analysis about a Flyball dog competition team's last year performance. Find more: https://github.com/rolandnagy-ds/flyball_race_analysis/tree/main
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataKiwi Creative
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
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.
2. 2
Significant demographic changes
in Australia
• Historic levels of population growth
• Large increases in overseas migration gain
• A reversal in fertility rate trends with decreases
becoming minor increases (more babies)
• Continued declining mortality rates (people
living longer)
• Different patterns of migration between the
states
8. 0.0%
5.0%
10.0%
15.0%
20.0%
25.0%
0-4 5-9 10-14 15-19 20-24 25-29 30-34 35-39 40-44 45-49 50-54 55-59 60-64 65-69 70-74 75-79 80-84 85+
Recent arrivals (2006-2011)
Total population
Source: 2011 Census of Population and Housing, ABS
Age structure of migrants
Australia,2006-2011
9. 9
Fertility and number of births
Australia, 1976-2013
Source: ABS, Australian Historical Population Statistics, 2008
ABS, Australian Demographic Statistics
There has been a major shift in population growth patterns in Australia.
This leads to opportunities for businesses who have access to this knowledge and plan to take advantage of the changes – many of which are not well understood.
A quick look at history gives us an insight into how dramatic the population shifts we are seeing are.
The dominant view – Australia has an aging population
The black bars are a snap-shot of the Australian population in 1970. At that time, with high birth rates and a relatively lower life expectancy, the Australian population was weighted towards the younger generations.
However, moving through the dark grey, light grey and then the orange bars, we can see the baby boomers (who were in their mid-twenties in 1971) moving through the population profile, and the population becoming centred around a higher average age.
Interestingly, the number of children in the population remained relatively static. Figure 3 presents the total change in each age group between 1971 and 2001. While there was strong growth in the ‘middle-aged’ group, the number of children barely moved, primarily reflecting a trend decline in fertility rates through this period.
At the same time, there was a solid increase in the older generation as life expectancy increased substantially. As a result, the centre of gravity shifted, and the Australian population aged. a turning tide: 2001 to 2013
However, between 2001 and 2013 we saw major shifts in population growth patterns emerging. Fertility reversed a long run decline, and migration rose to record levels. There were even considerable changes in the make up of interstate migration in this period.
Through the thirty-year period between 1976 and 2006, migration has moved in cycles broadly correlated with the business cycle. That is, there were periods of very low migration coinciding with the early 80s and early 90s recessions. However, through that period, even in the biggest years net migration never exceeded 150,000 persons a year.
From 1995 onwards, coinciding with Australia’s strong economic run, net migration has barely fallen below 100,000 persons a year, resulting in a sustained contribution to population growth over this period.
However, what really stands out in this chart is the spike in migration that coincided with the GFC. In 2008 migration surged, topping out at 300,000 persons in 2009 – a figure double the previous peaks. With the Australian economy the ‘envy of the world’ throughout the GFC, Australia became an attractive destination for foreigners, and many Australians living overseas repatriated.
What’s more, there appears to have been a level shift increase in migration, which has held around the 200,000 mark for several years now. This means that migration is having a big impact on Australian population growth. We had a sustained period of high migration prior to the GFC, and post GFC we’ve had a sustained period of very high migration. It is likely that in the short-term, the fertility rate does not benefit from this mass wave of migration, as a large share of the migrant population is not interested in becoming parents because they are here to study and get a foothold in the Australian labour force. However, in the medium to long term, they boost the pool of potential parents significantly.
The age structure of these migrants is one thing keeping the population of NSW young. It is highly concentrated between the ages of 15 and 35, more so than in any other state, probably due to the student population
Figure 4 tracks the Australian fertility rate and total number of births between 1976 and 2013. What it shows is that there was a sustained trend decline in fertility in the years leading up to 2001. Greater freedom for women in their family choices, changing preferences and the introduction of the pill caused a sharp fall in fertility in the 1960s and 70s, which persisted into the early years of the new millennium. As a result the actual number of births per year plateaued out around 1985, and remained practically unchanged over the next 20 years.
Population projections made around the turn of the millennium were built on the expectation that the fertility rate in Australia would continue to decline (the dotted line), following the lead of mature countries like Italy, Germany and Japan. However, around 2004/5 the fertility rate actually picked up, and picked up substantially to just under 2 children per woman. This is relatively close to so-called ‘replacement levels’ of about 2.1 children per woman.
As a result, the number of children born each year in Australia has increased to a level about 50,000 children over and above long-term averages. So in just 6 years, we’ve added an extra 300,000 children to the population, over and above our “business as usual” numbers. This has created a major disruption in this market segment, and has major implications for education, childcare, children’s consumables and so on.
It is interesting to theorise about what caused this sudden reversal in Australian fertility.
Australia is not alone. Figure 5 tracks fertility rates in a number of Western countries. In countries like Canada (orange line) and in Northern Europe (blue line), the recovery in fertility rates has been even more pronounced. Even in Japan (green line) fertility rates seem to have found a floor, and are tentatively moving upwards again.
At any rate, it is too early to tell in Australia if fertility rates will sustain the recent upward trend, or will find a new level somewhere around the replacement rate. However, what is known is that there has been a substantial increase in the number of children born over the past six or so years. It has created a minor population bulge that will work its way through the system over time.
The trend reversal in fertility rates, together with sustained strength in migration has changed the trajectory and shape of the Australian population over the past decade or so.
The baby boomer bulge is evident in the growth of 55-70 year olds, but it is not the only story. There has also been strong growth in the number of people in their early and mid twenties, largely on the back of stronger migration, as well as strong growth in the number of infants, reflecting the pick-up in fertility rates as well as growth in the parent age groups, notably 25-29 year olds.
And so in terms of population, it’s a three horse race. There is a baby boomer generation, a young adult generation, and an infant generation moving through the system. As a result, for business the Australian future holds three significant growth sectors.
With something like 200 councils using profile.id® over the past 15 years or so, a frequently asked question at council briefing and training sessions has been, “Can you extend profile.id® to include economic data?” These requests grew in number as Local Government’s role in economic development has grown. Quite simply, this was the inspiration to develop economy.id® – and now to extend it with an Impact Assessment model. However, getting reliable economic data for sub-State economies is a significant challenge and this blog discusses how we discovered a solution by partnering with economic brains trust, NIEIR.
The challenges
We started by evaluating what economic data was available in the Census. Having used Census Journey to Work data many (many) years ago for my Geography honours thesis, I was aware that Census Journey to Work destination data provided a good basis for profiling an economy at the local area level. The data provides in aggregate, a rough the number of jobs by industry sector for any local government area. However, while providing a reasonably accurate ‘shape’ of the economy (dominant and emerging industry sectors), it does not provide an adequate measure of economic activity at the local area level. For example, we know that Census counts of employment are notoriously inaccurate, with up to a 20% undercount due to the automatic exclusion of those persons who are employed but fail to state a location, or who can’t be coded to their exact workplace address. While Census data is an excellent resource for detailed worker characteristics (and is used in economy.id®), using it as the main source of broad employment numbers is problematic.
Reliable primary economic data sets exist only at the national, state and regional level at best. Therefore the only way to get a realistic measure of jobs, output, turnover etc. at the local area level is to undertake economic modelling. The most significant challenge with local area economic modelling is to ensure that the process reflects the unique economic characteristics of the local area. For example, one of the traps is to apply national and state-level productivity propensities at the local level, which we now know is simply not accurate because it assumes a that the economic characteristics of all local areas are the same.
The need for local nuance
At .id we have been looking for a solution to this problem for quite some time. Enter Peter Brain from the National Institute for Economic and Industry Research (NIEIR). While Peter is famous for predicting major economic crises – namely the Asian Economic Crisis of 1997 and more recently the Global Financial Crisis – even more importantly, NIEIR’s reputation among the council officers familiar with their work preceded them and attracted .id’s interest in a partnership in developing economy.id®.
NIEIR are recognised as industry leaders in the development and provision of robust economic modelling at the smallest credible geographic unit (Local Government Area). For over 10 years NIEIR have been producing the annual benchmark State of Regions Report commissioned by the Australian Local Government Association (ALGA).
NIEIR modelling draws on many data sources to offer the most nuanced data possible at the local level. The NIEIR dataset is the result of a process of economic micro-simulation modelling – it is an amalgam of many different existing data sources (between 6 and 10 depending on the region and time period) which are synthesised to produce a series of estimates of the size and value of each industry. All the modelled data uses a breakdown of 19 ANZSIC industry divisions (e.g. Manufacturing) into 49 sub-groupings (e.g. Food Product Manufacturing) providing a highly detailed picture of which industries are contributing to the local economy.
Importantly, the NIEIR model is updated on an annual basis (with quarterly breakdown for some characteristics). This means the impact of global, national and local economic changes can be clearly seen on each industry sector at the local level.
We established that this modelling was superior to any other models we evaluated for the following reasons:
Uses micro-simulation modelling (bringing together multiple data sources to simulate a realistic view of the local economy) Modelled annually ensuring the model is regularly updated to reflect global, national and local factors.
Does not rely purely on Census counts of employment (Census data is a fantastic resource but is known to undercount employment by 20% because it excludes anyone who does not state their workplace address).
Uses Centrelink, DEEWR labour market statistics, ATO data to provide a more accurate estimate of CURRENT employment.
Estimates Hours Worked and converts this into a measure of Full-Time Equivalent Employment to ensure that underemployment cannot be hidden.
Does not assume that the productivity of an industry sector is the same across all LGAs in the State, but uses ATO data to ensure local differences are taken into account.
Uses locally derived inputs such as commercial building approvals by floor space, and Dun and Bradstreet datasets on business start-ups and exits to capture local industrial growth and decline.
Makes manual adjustments are made to refine the model based on local knowledge such as arrival of new employers, closing industries, large building construction etc (clients can input into this process)
Mining areas are treated differently to take into account fly-in-fly-out and other considerations.
To benchmark we need a national dataset so we can see the relative position of every LGA.
Problem -
Economic data is not generally available for local areas such as sub-State regions or Local Government Areas. Economic modelers have the challenging task of taking national and state figures and modeling them down to these smaller geographic areas. Their task is to create an economic model that is the most accurate representation of economic reality that we can have.
Criteria -
I’m sure you will thank me if I don’t go into the intracacies of economic modelling here – but there are a couple of points I need to get across.In simple models, State wide data is taken and divided across LGAs as if they are all the same. For example the value of a mining job in Brisbane is treated in the same way as on in Mount Isa – even though they are patently not the same thing at all and can lead to all sorts of strange anomolies in the data.
National Economics (NIEIR) are .id’s economic modelers of choice. We believe that their model is the most sophisticated and nuanced for local areas.
Together we have built a set of economic indicators for every LGA in Australia as a starting point to understanding their areas’ contribution to the State and National economies.
Today we present the National Economic Indicators Series for the first time.
It will be publically available from .id’s website and updated annually.
There are xx data series in the indicators, and I stress that this is only a starting point for analysis – but it does provide a very quick way of benchmarking one area to another and answering questions like?
Which areas are similar
Which areas are performing well
Which areas area struggling economically
So without further ado, here is the inaugural set of National Economic Indicators.
What it won’t tell you is why … that’s where you need to build a more comprehensive story of your local economy –
If we take the current population profile, we can see these three population spikes moving through the generations and defining the shape of the Australian population in 2031
These projections have been produced using a number of key assumptions. In particular, we expect overseas migration to remain strong, with a net gain of approximately 200,000 per year. We also expect the fertility rate to steady, rather than continue its upward trend, which will temper growth in infant and child age groups somewhat.
Currently 23m.
36.5 million in 2051 - 36m in 2050 - K Rudd “Big Australia”.
51m in 2101.
Nevertheless, recent trends mean that as the baby boomers enter their declining years, there will be strong growth in the two generations behind them. This is a healthy thing for Australia. Indeed, compared to the demographic challenges mounting in Japan, China, Italy and a number of countries around the world, Australia’s demographic profile is relatively robust.
The projections presented here are obviously the big picture macro forecasts for Australia. However, at .id we build our forecasts from both the top-down and the ground up, and develop micro level forecasts for our clients, right down to individual blocks and neighbourhoods.
So while these three growth sectors will define the coming twenty years, cities, suburbs and neighbourhoods could have radically different experiences. Our research and the suite of tools available to .id clients help them factor in these specific, market level forecasts into their business planning.
While there has been a solid and sustained increase in migration, there has also been a change in the destinations those migrants are choosing to call home. Figure 7 shows that traditionally, the large majority of immigrants headed for NSW (sky blue) and Victoria (navy blue).
However, over the past decade or so, we’ve seen a process of convergence in migration shares. Around the turn of the millennium there was a pick up in migration to Queensland, taking share from NSW in particular and Victoria to some degree, and in recent years, there’s been a strong pick up in migration to WA, reflecting the influence of the mining boom. As a result, in 2013, migration levels into these four states have become broadly similar. The change in destination preferences will have a major impact on state economies.
There have also been significant changes in the flows of interstate migration. Typically, Victoria and NSW experienced net population outflows, often as new migrants decided to establish themselves elsewhere
(Figure 8). To a large extent Queensland was the beneficiary of these population outflows, and has typically enjoyed strong population growth through interstate migration.
However, over the last decade or so, this has been largely unwound. Interstate migration into Queensland has eased considerably, as have population losses in NSW.
However the real news here is Victoria, which for the first time in a long time has enjoyed positive (if small) net interstate migration.
There has also been a fillip in interstate migration into Western Australia in recent years, again reflecting the influence of the mining boom.
Queensland historically the fastest growing State. Been replaced by WA as the fastest growing State. In 06-11 only 4th fastest behind WA, ACT and NT
Talk of two-speed economy – the mining states – assumed Queensland is on the positive side of the ledger .... BUT
Percentage of persons employed in mining is lower than WA – has less effect on GDP and consumption
More trade exposed industries (tourism, manufacturing)
Queensland does not do well with a high Oz dollar
It’s all about relativities...which create push and pull factors