The Atlanta region grew by 63,600 people between 2019 and 2020 to a total population of 4,692,000 according to new estimates. This represents slower growth than in previous years, likely due to a slowdown in job growth. Gwinnett County saw the largest increase of 15,500 new residents. Population growth has slowed in the City of Atlanta as well, with 7,700 new residents compared to over 10,000 the prior year. Overall, residential building permits in the region declined from the previous year, remaining below pre-recession levels. The 2020 Census data may supersede these estimates and is expected to show impacts of the COVID-19 pandemic on population trends.
Profile of trends in home prices, unit rents, cost burden by tenure, threat of evictions, and developing mitigation strategies for the nation and Atlanta metro
Profile of trends in home prices, unit rents, cost burden by tenure, threat of evictions, and developing mitigation strategies for the nation and Atlanta metro
Regional Snapshot: ARC Employment Centers: Core Locations for Jobs, not for A...ARCResearch
This month’s Regional Snapshot picks up where the July Regional Snapshot on Affordable Housing left off. In the October Regional Snapshot we take a deeper dive into affordable housing data, mapping it onto our region’s employment centers in an effort to visualize the relationship between housing affordability and concentrations of regional employment.
Population estimates for the major jurisdictions in the 10-county Atlanta region is one of ARC's signature products. This presents ARC's 2013 population estimates which show the region added 40,100 new residents over the past year.
Trends in the Atlanta Region and Buckhead — Demographics and Growth Seminar –...Livable Buckhead / BATMA
Livable Buckhead, in partnership with The Atlanta Regional Commission (ARC), presented comprehensive demographic and growth trends analysis for the Atlanta Region and Buckhead. ARC Research Division Chief, Mike Alexander, provided information on population growth, employment forecasts, job assessments, housing, transportation and more.
This presentation will provide, for the start of 2020, an overview of some of the most relevant trends in our metro economy- topics will include trends in gross domestic product for peer metros, job growth by sector, changes in wage levels, trends in residential permitting, and current forecasts.
This month's regional snapshot provides an assessment of regional housing affordability in the Atlanta region. Starting with a review of historic trends in housing construction and costs, the snapshot then steps through the definition of regional "subareas" based on inventory, price, and affordability characteristics.
Regional Snapshot: ARC Employment Centers: Core Locations for Jobs, not for A...ARCResearch
This month’s Regional Snapshot picks up where the July Regional Snapshot on Affordable Housing left off. In the October Regional Snapshot we take a deeper dive into affordable housing data, mapping it onto our region’s employment centers in an effort to visualize the relationship between housing affordability and concentrations of regional employment.
Population estimates for the major jurisdictions in the 10-county Atlanta region is one of ARC's signature products. This presents ARC's 2013 population estimates which show the region added 40,100 new residents over the past year.
Trends in the Atlanta Region and Buckhead — Demographics and Growth Seminar –...Livable Buckhead / BATMA
Livable Buckhead, in partnership with The Atlanta Regional Commission (ARC), presented comprehensive demographic and growth trends analysis for the Atlanta Region and Buckhead. ARC Research Division Chief, Mike Alexander, provided information on population growth, employment forecasts, job assessments, housing, transportation and more.
This presentation will provide, for the start of 2020, an overview of some of the most relevant trends in our metro economy- topics will include trends in gross domestic product for peer metros, job growth by sector, changes in wage levels, trends in residential permitting, and current forecasts.
This month's regional snapshot provides an assessment of regional housing affordability in the Atlanta region. Starting with a review of historic trends in housing construction and costs, the snapshot then steps through the definition of regional "subareas" based on inventory, price, and affordability characteristics.
This month's Regional Snapshot explores ARC’s annual population estimates for 2014 to assess how we are recovering from the slowdown we experienced during the Great Recession.
An overview of recent population trends in Illinois, its origins and potential implication. This research was compiled by Northern Illinois University researcher Brian Harger.
If you are interested in:
>Attracting new business to your community
>Helping existing businesses to expand in your community
>Identifying land for business development in your community
>Providing job opportunities for your residents in your community
>Stabilizing the tax base in your community
We would love to work with you!
Visit: bit.ly/BerksMuni for more information.
Leadership Chapel Hill-Carrboro (Leadership) is an extensive program designed to inform, develop, connect, and engage committed and emerging leaders in Greater Chapel Hill-Carrboro.
Leadership Chapel Hill-Carrboro (Leadership) is an extensive program designed to inform, develop, connect, and engage committed and emerging leaders in Greater Chapel Hill-Carrboro.
This powerpoint presentation was delivered by The Chamber President and CEO, Aaron Nelson, on Thursday, May 26, 2022 during Session #3 as an introduction to the history, geography, and governance of the Greater Chapel Hill-Carrboro region.
Learn more at www.CarolinaChamber.org/Leadership
An overview of the economy (including job growth by sectors, consumer spending, inflation, wages, and real estate) on the cusp of 2022, after two years of COVID impacts
MC_forecasts_finals series 17_feb2024.pdfARCResearch
Final summary slide deck for Series 17 population, employment by sector, age group forecasts for MPO region, counties, and smaller areas...February 2024
33N Blog Housing MAS 2023 Slide DeckpdfARCResearch
Results of housing-related questions from the 2023 Metro Atlanta Speaks survey--focus on affordability locally and regionally, as well as on policy perceptions
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
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.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Opendatabay - Open Data Marketplace.pptxOpendatabay
Opendatabay.com unlocks the power of data for everyone. Open Data Marketplace fosters a collaborative hub for data enthusiasts to explore, share, and contribute to a vast collection of datasets.
First ever open hub for data enthusiasts to collaborate and innovate. A platform to explore, share, and contribute to a vast collection of datasets. Through robust quality control and innovative technologies like blockchain verification, opendatabay ensures the authenticity and reliability of datasets, empowering users to make data-driven decisions with confidence. Leverage cutting-edge AI technologies to enhance the data exploration, analysis, and discovery experience.
From intelligent search and recommendations to automated data productisation and quotation, Opendatabay AI-driven features streamline the data workflow. Finding the data you need shouldn't be a complex. Opendatabay simplifies the data acquisition process with an intuitive interface and robust search tools. Effortlessly explore, discover, and access the data you need, allowing you to focus on extracting valuable insights. Opendatabay breaks new ground with a dedicated, AI-generated, synthetic datasets.
Leverage these privacy-preserving datasets for training and testing AI models without compromising sensitive information. Opendatabay prioritizes transparency by providing detailed metadata, provenance information, and usage guidelines for each dataset, ensuring users have a comprehensive understanding of the data they're working with. By leveraging a powerful combination of distributed ledger technology and rigorous third-party audits Opendatabay ensures the authenticity and reliability of every dataset. Security is at the core of Opendatabay. Marketplace implements stringent security measures, including encryption, access controls, and regular vulnerability assessments, to safeguard your data and protect your privacy.
Machine learning and optimization techniques for electrical drives.pptx
Final ARC 2020 Population Estimates-Summary Deck
1. Atlanta Regional Commission
For more information, contact:
mcarnathan@atlantaregional.com
Population Estimates for the Atlanta Region:
The Lowdown on a (Slight, So Far) Slowdown
2. • The 10-county Atlanta region is now home to 4,692,000 in 2020, up from 4,628,400 in 2019. From April 1,
2019 to April 1, 2020 the region added 63,600 new residents. This represents slower growth than what the
region experienced in each of the previous four years.
• The Atlanta region’s 2020 population is larger than that of 24 states.
• The lower amount of growth reflects a slowdown in job growth over the past year. (NOTE: These estimates
for April 1 do not reflect impacts of any pandemic-related job loss)
• From 2019 to 2020, Gwinnett added 15,500 new residents, the largest single-year growth in the region. Next
were Fulton with 12,400 new residents, Cobb with 8,200 new residents, and Cherokee with 6,800 new
residents.
• The City of Atlanta continues to experience steady but slowing growth. With lower levels of multi-family
development, the city added 7,700 new residents between 2019 and 2020, down by almost a third from the
record increase of 10,900 between 2018 and 2019.
• In 2019, there were 22,580 new residential building permits in the 10-county region, which was a drop of
over 5,000 permits (primarily a decline in the multifamily sector) from 2018 totals. Current building permit
activity for the 10-county region as such remains lower than pre-recession permit levels, and still trails the
1980-2019 average annual level of 31,888.
The Highlights
3. 1970 1980 1990 2000 2010 2019 2020
One Year
Change:
2019-
2020
Average
Annual
Change:
2010-
2020
Average
Annual
Change:
1990-
2010
Atlanta Region 1,500,823 1,896,182 2,557,800 3,429,379 4,107,750 4,628,400 4,692,000 63,600 58,425 77,498
Cherokee 31,059 51,699 91,000 141,903 214,346 262,700 269,500 6,800 5,515 6,167
Clayton 98,126 150,357 184,100 236,517 259,424 283,900 288,900 5,000 2,948 3,766
Cobb 196,793 297,718 453,400 607,751 688,078 766,400 774,600 8,200 8,652 11,734
DeKalb 415,387 483,024 553,800 665,865 691,893 753,030 758,230 5,200 6,634 6,905
Douglas 28,659 54,573 71,700 92,174 132,403 144,900 147,000 2,100 1,460 3,035
Fayette 11,364 29,043 62,800 91,263 106,567 118,000 119,400 1,400 1,283 2,188
Fulton 605,210 589,904 670,800 816,006 920,581 1,037,070 1,049,470 12,400 12,889 12,489
Gwinnett 72,349 166,808 356,500 588,448 805,321 925,800 941,300 15,500 13,598 22,441
Henry 23,724 36,309 59,200 119,341 203,922 240,900 246,800 5,900 4,288 7,236
Rockdale 18,152 36,747 54,500 70,111 85,215 95,700 96,800 1,100 1,159 1,536
City of Atlanta 495,039 424,922 415,200 416,474 420,003 470,500 478,200 7,700 5,820 240
2020 Population Estimates
Note: The City of Atlanta totals are included in both DeKalb’s and Fulton’s population estimates
Source: ARC’s 2019 and 2020 Population Estimates, Census
4. Job Growth Trends
Source: Bureau of Labor Statistics, ARC Research & Analytics
2300.0
2400.0
2500.0
2600.0
2700.0
2800.0
2900.0
3000.0
Total Employment - Metro Atlanta (000s)
(Focus on March-March Growth)
+77K +58K +69K +27K
5. Population Growth Through the Decades
Source: ARC’s 2020 Population Estimates, Census
0.00%
0.50%
1.00%
1.50%
2.00%
2.50%
3.00%
3.50%
4.00%
1900-1910 1910-1920 1920-1930 1930-1940 1940-1950 1950-1960 1960-1970 1970-1980 1980-1990 1990-2000 2000-2010 2010-2020
Average Annual PERCENT Change by Decade - ARC 10- County Area
0
10,000
20,000
30,000
40,000
50,000
60,000
70,000
80,000
90,000
100,000
1900-1910 1910-1920 1920-1930 1930-1940 1940-1950 1950-1960 1960-1970 1970-1980 1980-1990 1990-2000 2000-2010 2010-2020
Average Annual RAW Change by Decade - ARC 10- County Area
6. Units Authorized by Building Permits
Inching Back Towards Historical Average
Source: State of the Cities Data System, ARC Research & Analytics
0
10,000
20,000
30,000
40,000
50,000
60,000
40-year annual average of 31,888
7. Where Growth is Going—Single-Family
Source: HB Weekly (permits); ARC Research & Analytics (processing and mapping)
8. Where Growth is Going--Multifamily
Source: CoStar (data); ARC Research & Analytics (processing and mapping)
9. Building Permits By Jurisdiction, 2019
Source: State of the Cities Data System; Census ACS; ARC Research & Analytics
0
500
1,000
1,500
2,000
2,500
3,000
3,500
4,000
4,500
City of
Atlanta
Cherokee
County
Clayton
County
Cobb
County
DeKalb
County
Douglas
County
Fayette
County
Non-COA
Fulton
County
Gwinnett
County
Henry
County
Rockdale
County
Multi-Family
Single-Family
In metro Atlanta some 43 percent of
occupied multi-family units contain single-
person households, compared to only 20
percent of single-family unit households
occupied by one person.
10. • Once approved by ARC Board August 26, these 2020 ARC estimates are the set basis for 2021 dues
• The 2020 Census is “well underway” but has been and will remain a true challenge
– Georgia household mail-in response was around 63 percent, leaving a “gap” of 37 percent of all households
– Field work to reach these households (and the associated persons) was significantly delayed by COVID-19
– Follow-up field work reported in process and to be done by the end of September
• Timeframe was shortened a month from Census Bureau request for an extension to the end of October
• Because of the pandemic, fewer people will staff the effort and answers will be harder to get.
• The first data from the 2020 Census are now expected by Dec. 31, 2020; they will supersede these ARC
estimates for 2020 population and will drive Congressional reapportionment.
• The 2020 Summary File 1, expected in late March of next year, will provide the baseline data (population by
age, race, household sizes, housing units, etc.) for all future ARC intracensal estimates (2021 to 2030).
• ARC Research & Analytics will be moving to a newer, even more rigorous regression-based methodology for
those subsequent intracensal estimates…
• Sneak preview: ARC 2021 estimates are likely to show a severe downturn from the COVID-19 pandemic.
• AND, we will continue to depend on accurate and complete Census data for foundational information for
almost 100% of the planning and policy work that we do…
What’s Next…