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.
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.
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.
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.
What is regional development policy for and how does it workOECD Governance
Presentation made at the 4th International Conference on Overcoming Regional Disparities held in Chisinau, Romania on 21-22 May 2014, by William Tompson, Head, Urban Policy, Regional Development Policy Division, OECD.
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.
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.
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.
What is regional development policy for and how does it workOECD Governance
Presentation made at the 4th International Conference on Overcoming Regional Disparities held in Chisinau, Romania on 21-22 May 2014, by William Tompson, Head, Urban Policy, Regional Development Policy Division, OECD.
How has Australia's population changed over the years? Learn more about the shift in population growth through understanding migration, fertility and mortality rates.
Launch event for .id's latest release Western Australian Small Area Forecast information. Demographic trends and analysis, followed by the state's future outlook.
Between the flags, but beyond the breakers; addressing perinatal mental healt...Paul McNamara
Conference presentation. Citation:
McNamara, P. (2011) Between the flags, but beyond the breakers; addressing perinatal mental health in calmer, deeper water. Presented at ‘Mental health nurses: swimming between the flags?’, the 37th Annual International Conference of the Australian College of Mental Health Nursing, Gold Coast.
How much growth is there in regional Australia? In this presentation, we will look at some of where the most and least growth are taking place around regional Australia and why this is happening.
.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.
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.
The following slides provide the background data and information that have informed the future trends identified under the population theme. This presentation should be viewed alongside those for the other themes in order for the wider picture to be understood.
Unit Eight Question Seven Facts and FiguresBluecare
You earn a lot of respect and cultivate a strong image in the public domain when you make ethical choices. For instance, you can fulfill your corporate social responsibility by reducing waste discharge from your business. The public would consider your business to be operating with honor and integrity while valuing people over profits. Building a strong public image through ethical conduct also earns you more clients. Customers would develop trust in you and do business with your organization
A presentation by Australia's Chief Medical Officer, Professor Jim Bishop AO, on Cancer Control in Australia - Institute of Cancer Research 12 July 2010
.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.
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.
Economists Eugene Tian, Paul Brewbaker and Byron Gangnes discussed these presentations before state lawmakers, Dec. 18, 2013, at the Capitol Auditorium.
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.
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How has Australia's population changed over the years? Learn more about the shift in population growth through understanding migration, fertility and mortality rates.
Launch event for .id's latest release Western Australian Small Area Forecast information. Demographic trends and analysis, followed by the state's future outlook.
Between the flags, but beyond the breakers; addressing perinatal mental healt...Paul McNamara
Conference presentation. Citation:
McNamara, P. (2011) Between the flags, but beyond the breakers; addressing perinatal mental health in calmer, deeper water. Presented at ‘Mental health nurses: swimming between the flags?’, the 37th Annual International Conference of the Australian College of Mental Health Nursing, Gold Coast.
How much growth is there in regional Australia? In this presentation, we will look at some of where the most and least growth are taking place around regional Australia and why this is happening.
.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.
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.
The following slides provide the background data and information that have informed the future trends identified under the population theme. This presentation should be viewed alongside those for the other themes in order for the wider picture to be understood.
Unit Eight Question Seven Facts and FiguresBluecare
You earn a lot of respect and cultivate a strong image in the public domain when you make ethical choices. For instance, you can fulfill your corporate social responsibility by reducing waste discharge from your business. The public would consider your business to be operating with honor and integrity while valuing people over profits. Building a strong public image through ethical conduct also earns you more clients. Customers would develop trust in you and do business with your organization
A presentation by Australia's Chief Medical Officer, Professor Jim Bishop AO, on Cancer Control in Australia - Institute of Cancer Research 12 July 2010
.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.
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.
Economists Eugene Tian, Paul Brewbaker and Byron Gangnes discussed these presentations before state lawmakers, Dec. 18, 2013, at the Capitol Auditorium.
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.
A recent presentation to the New South Wales Business Chamber by .id Economist Keenan Jackson, reviewing the region's recent economic performance and progress toward the regional plan.
.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 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.
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?
Show drafts
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
8. 8
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)
9. 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 2006-2011,
compared to population
26. 26
Building a narrative
Demographic
data
(raw materials)
e.g. employment by industry
Benchmarking
(context)
e.g. region, State, Australia,
time
Role and
function
(narrative)
Identify strengths/
understand
weaknesses
Good
policy
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.
This population growth is driven by an increasing birth rate, but more so by migration. Migration peaked in 2009 and has been much lower since, but the 2006-2011 period saw a very high number of people entering Australia.
In addition, the fertility rate has gone back up to 2.0. So not only do we have more people of childbearing age, but they are being more productive! A perfect storm.
The average number of children born in Australia each year since the mid 1980s has been fairly steady at around 250,000.
This figure has now been rapidly rising since 2005 and reached 300,000 births in 2009. That’s an additional 120,000 births over and above the long term average since 2006.
This is not a forecast or an estimate. This is actual births data. These children are in the system – no wonder preschools and primary schools are being overwhelmed.
Australia has been through a period of record population growth since the 2006 Census
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
There has been a major shift in population growth patterns in Australia
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
I will also launch the National Economic Indicators Series - .id’s national benchmarking resource that provides key economic indicators for every LGA in the country.
I will also launch the National Economic Indicators Series - .id’s national benchmarking resource that provides key economic indicators for every LGA in the country.
I will also launch the National Economic Indicators Series - .id’s national benchmarking resource that provides key economic indicators for every LGA in the country.
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 –
To benchmark successfully and build a narrative, you need access to data that is presented in a consistent way that enables you to draw comparisons both within and across regions.