Census data segmented over time showing how the Hispanic populations of Orlando, Tampa/St. Petersburg and Miami/Ft. Lauderdale DMAs have become more diverse from 2000 to 2010 and into 2020. Specifically, the data shows how the share of the Cuban population is declining, even though the Cuban population continues to grow.
This document provides information about WWDT Telemundo Ft. Myers station, including that it is a ZGS Communications owned station serving the Fort Myers-Naples market. It discusses the station's programming focused on serving the local Hispanic community through TV shows, events, and its holaciudad digital portal. The station aims to be the top media partner for advertisers wanting to reach the rapidly growing Hispanic population in Southwest Florida.
The document provides information on the Hispanic population and market in the Pacific Northwest region of the United States. It discusses:
1) The large and growing Hispanic population in the region, particularly in Washington and Oregon, with over 50% growth in Washington between 2000-2013 and 64% growth in Oregon between 2000-2010.
2) Spending power and retail spending of Hispanics in key metropolitan areas of the region, with Hispanic retail spending reaching hundreds of millions of dollars annually in Seattle, Portland, and Yakima.
3) The diverse acculturation levels of Hispanics in the region and considerations for businesses in marketing and communicating cross-culturally to the Hispanic population.
Our Report explores the impact of culture on the Millennial consumption of media, technology, and entertainment - how Social media heavily influences entertainment consumption, how new technology & wearables are making inroads. etc.
Untapped US Hispanic Market - Use Digital Marketing to reach these Super Cons...Sergio Restrepo
The presentation discussed strategies for marketing to US Hispanics online. It began by defining who US Hispanics are, noting their countries of origin and population growth. The presentation then reviewed data showing that US Hispanics, especially younger generations, are highly engaged online and on mobile. However, their language preferences vary depending on factors like acculturation level and life stage. The presentation emphasized that an effective online strategy for reaching US Hispanics requires a balanced approach across both English and Spanish.
ESPN 2014 World Cup Viewership Results (Versailles Breakfast Club)Dan Austin
Marketing overview from ESPN of 2014 Brazil World Cup viewership results including consumer insights on the passion of football, brand association, viewing habits by device, game, time, etc. Also, includes associated social media results, influencers, etc.
This document discusses audience based planning using digital data. It involves profiling audiences based on their behaviors, characteristics, purchases and interests in order to target them across websites with relevant messages. This is made possible by the proliferation of data sources and decreasing data costs, as well as dynamic optimization technologies that allow intelligent bidding. The opportunity is to apply data and technology to improve the value and performance of media inventory for advertisers, agencies, publishers and consumers.
Geoscape Capturing Business Growth In The 21st Century (What The Coo Needs ...Dan Austin
This document is a presentation by Geoscape, a company that provides market intelligence and data analytics. It discusses the growth of the Hispanic population in the US and the opportunity it presents for businesses. Some key points made include:
- The Hispanic population in the US is growing rapidly and will account for over half of total US population growth. Their annual buying power exceeds $1 trillion.
- By 2040, non-Hispanic whites will make up less than half of the US population as Hispanics and Asians become an increasingly large share.
- Capturing the Hispanic market requires more than just marketing - companies may need to realign organizationally to serve new consumer segments effectively. Geoscape resources can help
This document provides information about WWDT Telemundo Ft. Myers station, including that it is a ZGS Communications owned station serving the Fort Myers-Naples market. It discusses the station's programming focused on serving the local Hispanic community through TV shows, events, and its holaciudad digital portal. The station aims to be the top media partner for advertisers wanting to reach the rapidly growing Hispanic population in Southwest Florida.
The document provides information on the Hispanic population and market in the Pacific Northwest region of the United States. It discusses:
1) The large and growing Hispanic population in the region, particularly in Washington and Oregon, with over 50% growth in Washington between 2000-2013 and 64% growth in Oregon between 2000-2010.
2) Spending power and retail spending of Hispanics in key metropolitan areas of the region, with Hispanic retail spending reaching hundreds of millions of dollars annually in Seattle, Portland, and Yakima.
3) The diverse acculturation levels of Hispanics in the region and considerations for businesses in marketing and communicating cross-culturally to the Hispanic population.
Our Report explores the impact of culture on the Millennial consumption of media, technology, and entertainment - how Social media heavily influences entertainment consumption, how new technology & wearables are making inroads. etc.
Untapped US Hispanic Market - Use Digital Marketing to reach these Super Cons...Sergio Restrepo
The presentation discussed strategies for marketing to US Hispanics online. It began by defining who US Hispanics are, noting their countries of origin and population growth. The presentation then reviewed data showing that US Hispanics, especially younger generations, are highly engaged online and on mobile. However, their language preferences vary depending on factors like acculturation level and life stage. The presentation emphasized that an effective online strategy for reaching US Hispanics requires a balanced approach across both English and Spanish.
ESPN 2014 World Cup Viewership Results (Versailles Breakfast Club)Dan Austin
Marketing overview from ESPN of 2014 Brazil World Cup viewership results including consumer insights on the passion of football, brand association, viewing habits by device, game, time, etc. Also, includes associated social media results, influencers, etc.
This document discusses audience based planning using digital data. It involves profiling audiences based on their behaviors, characteristics, purchases and interests in order to target them across websites with relevant messages. This is made possible by the proliferation of data sources and decreasing data costs, as well as dynamic optimization technologies that allow intelligent bidding. The opportunity is to apply data and technology to improve the value and performance of media inventory for advertisers, agencies, publishers and consumers.
Geoscape Capturing Business Growth In The 21st Century (What The Coo Needs ...Dan Austin
This document is a presentation by Geoscape, a company that provides market intelligence and data analytics. It discusses the growth of the Hispanic population in the US and the opportunity it presents for businesses. Some key points made include:
- The Hispanic population in the US is growing rapidly and will account for over half of total US population growth. Their annual buying power exceeds $1 trillion.
- By 2040, non-Hispanic whites will make up less than half of the US population as Hispanics and Asians become an increasingly large share.
- Capturing the Hispanic market requires more than just marketing - companies may need to realign organizationally to serve new consumer segments effectively. Geoscape resources can help
The document discusses copyright and trademark information for a presentation by Wasserman Media Group on the sports landscape. It covers: [1] The sports, media, athletes, and brands involved; [2] Key takeaways from discussions on these topics; [3] Demographic data and statistics on Hispanic fan and viewer growth in sports. The document contains trivia questions and data presented at the Versailles Breakfast Club meeting on July 6, 2012.
The document discusses marketing to affluent consumers and the luxury goods market. It notes that 2010 and 2011 were good years for personal luxury spending. There are now approximately 18.5 million affluent individuals worldwide, with 31% living in the United States. Younger generations from places like China, India, and the Middle East are driving growth in affluent consumers and luxury spending. The luxury goods market is close to 1 trillion euros globally.
This document provides an introduction and overview of TGI (Target Group Index), a global marketing and media research survey. It discusses how TGI data can be used by clients for consumer profiling, brand positioning, strategic planning, segmentation, tactical marketing and media analysis, and trend analysis. The document then reviews TGI's geographical coverage of 67 markets across 6 continents. It identifies some important trends in Latin America, including the rise of the middle class, sports opportunities around upcoming World Cup and Olympics events, the online/offline media shift and growth, the role of mobile phones as a new media platform including smartphone usage, and new digital opportunities such as deal-of-the-day websites and online banking and social networks.
The document discusses opportunities for marketing to US Hispanics in the digital space. It notes that 86% of Hispanics in the US now have broadband access and are key to growth, representing 50 million people and 16% growth from 2010-2014. Hispanics are more likely than other groups to own smartphones, tablets, and e-readers. The document outlines Google's partnership approach for marketers to integrate brands into US Hispanic video and lifestyle content and connect with relevant searches across Google platforms including YouTube, Google Display Network, and search. Upcoming innovations discussed include Google Wallet, Google Offers, and new social search features like +1.
Synovate Diversity Versailles Breakfast Club Presentation June 10th 2011 ...Dan Austin
Synovate summary of multicultural shopping differences during the recession. How Hispanics and other groups react differently to price, coupons, brands$ type of store when things get tough.
"The Economic Outlook & Emerging Growth Trends for Miami-Dade County" Hosted by Robert D. Cruz, Ph.D, Chief Economist Miami-Dade County on Friday, March 4 at Versailles Breakfast Club
The document discusses strategies for effectively navigating today's fragmented media environment. It suggests that advertising should focus on modifying behavior, choice, and opinion rather than relying on specific media channels. Additionally, it emphasizes the importance of high reach, low frequency media strategies to continuously expose audiences to brands' messages in a simple but not simplistic way. Finally, it stresses tailoring messaging and media selection to match brands' objectives, target audiences, and available budgets.
Geoscape 2010 Census (Versailles 101008)Dan Austin
Highlights from Geoscape\'s 2010 Census presentation at Versailles Breakfast Club on Friday, October 8. The deck focuses on the multicultural population as the driver of future growth and consumption.
This document provides an overview and introduction to the "Real Truth About Beauty" global study commissioned by Dove. The study surveyed 3,200 women across 10 countries to understand how women define beauty, their satisfaction with their own beauty, and how beauty affects well-being. It found that only a minority see themselves as above average in appearance and just 2% feel beautiful. The study aims to expand definitions of female beauty beyond narrow physical standards and showcase more diversity in images of beauty.
The document discusses optimism in times of economic downturn. It notes that while many things may be lacking currently, such as prosperity, jobs, credit, and confidence, consumers will continue to consume, just changing what they consume. Certain products and services will thrive in bad economies by being substitutes or dealing directly with the downturn. Optimism is more associated with success and happiness than any other quality, and can help people better cope with life's stressors and shape their own destinies through their actions. The business discussed is in the business of optimism, aspirations, and dreams.
Latest Borrell media panel from Q3 2009 reflecting panel\'s views on changing media environment and channels--bleak outlook on phone directories while mobile applications and Google continue strong.
Low Carbon Future The Rise Of Green MarketingDan Austin
Synopsis of the need for carbon responsibility among consumers and corporations, how to establish goals and appropriate culture and an action plan from the business and communications standpoints.
2008 Marketing & Media Megatrends030609Dan Austin
The document discusses various topics related to marketing and media trends. It outlines 7 major marketing megatrends, including the evolution of online advertising and rise of social media/crowdsourcing. It also covers prognostications on demographic and lifestyle changes and provides feedback from advertisers on using new media technologies versus traditional media. Key challenges for 21st century media mentioned are a more diverse and fragmented marketplace with constant changes in form factors and measuring return on information.
The document discusses how America is becoming increasingly culturally diverse and how businesses can capitalize on this trend. It notes that minority populations, especially Hispanics, accounted for most of the population growth in the US from 2000 to 2009. It provides data on household income and expenditures among different ethnic groups. Specifically, it shows that over 37% of Hispanic households earn over $50,000 annually and that Hispanic consumer spending is substantial across categories. The document advocates that embracing cultural diversity can provide strategic advantages for businesses and the US economy overall.
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
Build applications with generative AI on Google CloudMárton Kodok
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
The document discusses copyright and trademark information for a presentation by Wasserman Media Group on the sports landscape. It covers: [1] The sports, media, athletes, and brands involved; [2] Key takeaways from discussions on these topics; [3] Demographic data and statistics on Hispanic fan and viewer growth in sports. The document contains trivia questions and data presented at the Versailles Breakfast Club meeting on July 6, 2012.
The document discusses marketing to affluent consumers and the luxury goods market. It notes that 2010 and 2011 were good years for personal luxury spending. There are now approximately 18.5 million affluent individuals worldwide, with 31% living in the United States. Younger generations from places like China, India, and the Middle East are driving growth in affluent consumers and luxury spending. The luxury goods market is close to 1 trillion euros globally.
This document provides an introduction and overview of TGI (Target Group Index), a global marketing and media research survey. It discusses how TGI data can be used by clients for consumer profiling, brand positioning, strategic planning, segmentation, tactical marketing and media analysis, and trend analysis. The document then reviews TGI's geographical coverage of 67 markets across 6 continents. It identifies some important trends in Latin America, including the rise of the middle class, sports opportunities around upcoming World Cup and Olympics events, the online/offline media shift and growth, the role of mobile phones as a new media platform including smartphone usage, and new digital opportunities such as deal-of-the-day websites and online banking and social networks.
The document discusses opportunities for marketing to US Hispanics in the digital space. It notes that 86% of Hispanics in the US now have broadband access and are key to growth, representing 50 million people and 16% growth from 2010-2014. Hispanics are more likely than other groups to own smartphones, tablets, and e-readers. The document outlines Google's partnership approach for marketers to integrate brands into US Hispanic video and lifestyle content and connect with relevant searches across Google platforms including YouTube, Google Display Network, and search. Upcoming innovations discussed include Google Wallet, Google Offers, and new social search features like +1.
Synovate Diversity Versailles Breakfast Club Presentation June 10th 2011 ...Dan Austin
Synovate summary of multicultural shopping differences during the recession. How Hispanics and other groups react differently to price, coupons, brands$ type of store when things get tough.
"The Economic Outlook & Emerging Growth Trends for Miami-Dade County" Hosted by Robert D. Cruz, Ph.D, Chief Economist Miami-Dade County on Friday, March 4 at Versailles Breakfast Club
The document discusses strategies for effectively navigating today's fragmented media environment. It suggests that advertising should focus on modifying behavior, choice, and opinion rather than relying on specific media channels. Additionally, it emphasizes the importance of high reach, low frequency media strategies to continuously expose audiences to brands' messages in a simple but not simplistic way. Finally, it stresses tailoring messaging and media selection to match brands' objectives, target audiences, and available budgets.
Geoscape 2010 Census (Versailles 101008)Dan Austin
Highlights from Geoscape\'s 2010 Census presentation at Versailles Breakfast Club on Friday, October 8. The deck focuses on the multicultural population as the driver of future growth and consumption.
This document provides an overview and introduction to the "Real Truth About Beauty" global study commissioned by Dove. The study surveyed 3,200 women across 10 countries to understand how women define beauty, their satisfaction with their own beauty, and how beauty affects well-being. It found that only a minority see themselves as above average in appearance and just 2% feel beautiful. The study aims to expand definitions of female beauty beyond narrow physical standards and showcase more diversity in images of beauty.
The document discusses optimism in times of economic downturn. It notes that while many things may be lacking currently, such as prosperity, jobs, credit, and confidence, consumers will continue to consume, just changing what they consume. Certain products and services will thrive in bad economies by being substitutes or dealing directly with the downturn. Optimism is more associated with success and happiness than any other quality, and can help people better cope with life's stressors and shape their own destinies through their actions. The business discussed is in the business of optimism, aspirations, and dreams.
Latest Borrell media panel from Q3 2009 reflecting panel\'s views on changing media environment and channels--bleak outlook on phone directories while mobile applications and Google continue strong.
Low Carbon Future The Rise Of Green MarketingDan Austin
Synopsis of the need for carbon responsibility among consumers and corporations, how to establish goals and appropriate culture and an action plan from the business and communications standpoints.
2008 Marketing & Media Megatrends030609Dan Austin
The document discusses various topics related to marketing and media trends. It outlines 7 major marketing megatrends, including the evolution of online advertising and rise of social media/crowdsourcing. It also covers prognostications on demographic and lifestyle changes and provides feedback from advertisers on using new media technologies versus traditional media. Key challenges for 21st century media mentioned are a more diverse and fragmented marketplace with constant changes in form factors and measuring return on information.
The document discusses how America is becoming increasingly culturally diverse and how businesses can capitalize on this trend. It notes that minority populations, especially Hispanics, accounted for most of the population growth in the US from 2000 to 2009. It provides data on household income and expenditures among different ethnic groups. Specifically, it shows that over 37% of Hispanic households earn over $50,000 annually and that Hispanic consumer spending is substantial across categories. The document advocates that embracing cultural diversity can provide strategic advantages for businesses and the US economy overall.
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
Build applications with generative AI on Google CloudMárton Kodok
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
Open Source Contributions to Postgres: The Basics POSETTE 2024ElizabethGarrettChri
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
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
The Ipsos - AI - Monitor 2024 Report.pdfSocial Samosa
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...Kaxil Naik
Navigating today's data landscape isn't just about managing workflows; it's about strategically propelling your business forward. Apache Airflow has stood out as the benchmark in this arena, driving data orchestration forward since its early days. As we dive into the complexities of our current data-rich environment, where the sheer volume of information and its timely, accurate processing are crucial for AI and ML applications, the role of Airflow has never been more critical.
In my journey as the Senior Engineering Director and a pivotal member of Apache Airflow's Project Management Committee (PMC), I've witnessed Airflow transform data handling, making agility and insight the norm in an ever-evolving digital space. At Astronomer, our collaboration with leading AI & ML teams worldwide has not only tested but also proven Airflow's mettle in delivering data reliably and efficiently—data that now powers not just insights but core business functions.
This session is a deep dive into the essence of Airflow's success. We'll trace its evolution from a budding project to the backbone of data orchestration it is today, constantly adapting to meet the next wave of data challenges, including those brought on by Generative AI. It's this forward-thinking adaptability that keeps Airflow at the forefront of innovation, ready for whatever comes next.
The ever-growing demands of AI and ML applications have ushered in an era where sophisticated data management isn't a luxury—it's a necessity. Airflow's innate flexibility and scalability are what makes it indispensable in managing the intricate workflows of today, especially those involving Large Language Models (LLMs).
This talk isn't just a rundown of Airflow's features; it's about harnessing these capabilities to turn your data workflows into a strategic asset. Together, we'll explore how Airflow remains at the cutting edge of data orchestration, ensuring your organization is not just keeping pace but setting the pace in a data-driven future.
Session in https://budapestdata.hu/2024/04/kaxil-naik-astronomer-io/ | https://dataml24.sessionize.com/session/667627
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.
1. 1 (888) 211-9353
www.geoscape.com
Hispanic South Florida – Past, Present
and Future:
The Changing Face of the Hispanic Consumer
February 6, 2015
Versailles Breakfast Club
Geoscape Presentation
Contact: Raul Lopez
rlopez@geoscape.com
3. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
U.S. Hispanic Map by DMA 2000
3
Tot pop = 281M; Hisp pop = 35.3M; 12.5% Hispanic
4. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
U.S. Hispanic Map by DMA 2014
4
Tot pop = 318M; Hisp pop = 56.5M; 18% Hispanic
5. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Florida has one of the largest shares
of Hispanic populations in the country
5
2000 2010 2014 2019
12.5%
16.3% 17.7% 19.3%16.8%
22.5% 24.9%
27.8%
US Florida
6. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Florida Map by DMA by County 2000
Tot pop = 15.9M; Hisp pop = 2.7M; 17% Hispanic
7. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Florida Map by DMA by County 2014
7
Tot pop = 19.5M; Hisp pop = 4.9M; 25% Hispanic
8. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Florida’s Largest Hispanic DMAs
8
Top 5 DMAs Ranked by % Hispanic
Source: AMDS 2014
Rank DMA State
Hispanic
Population
Total
Population
Hispanic
Population %
1 Miami-Ft. Lauderdale FL 2,279,023 4,444,599 51.3
2 Ft. Myers-Naples FL 281,482 1,234,036 22.8
3 Orlando-Daytona Beach-Melbourne FL 832,273 3,874,059 21.5
4 West Palm Beach-Ft. Pierce FL 399,194 1,982,088 20.1
5 Tampa-St. Petersburg (Sarasota) FL 806,573 4,526,463 17.8
9. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA- Top 5 Hispanic
Population by Country of Origin
9
Puerto
Rican, 46%
Mexican,
20%
Dominican,
8%
Cuban,
6%
Colombian ,
4%
All Other
Hispanic,
17%
Orlando-Daytona Beach-Melbourne
Hispanic COO Counts 1990 2000
Ranking
2014 2019
Puerto Rican 66,053 171,138 383,597 480,728
Mexican 20,292 48,219 162,369 204,616
Dominican 3,131 11,287 63,128 78,669
Cuban 13,929 24,443 50,478 63,857
Colombian 6,087 14,463 38,317 48,458
2000 2014
Top pop 2.9M 2.9M
Hisp pop 344K 832K
Hisp % 12% 21%
11. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA-Hispanic Population by
Zip Code 2000
11
Few zip codes show as heavily Hispanic; Total pop = 2.9M; Hisp pop = 344K; 12% of the DMA
12. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA-Hispanic Population
by Zip Code 2014
12
That population has spread to the bordering zip codes
Total pop = 3.9M; Hisp pop = 832K; 21% of the DMA
13. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA-Puerto Rican
Population by Zip Code 2000
13
Hisp pop = 344K; 12% of the DMA; Puerto Rican = 50% of Hisp pop
14. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA-Puerto Rican
Population by Zip Code 2014
14
While the total PR population is growing, it is shrinking as a percentage of the Hisp pop.
Hisp pop = 832K; 121% of the DMA; Puerto Rican = 46% of Hisp pop
15. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA-Mexican Population by
Zip Code 2000
15
This is due to the even faster growth of the Mexican population.
Hisp pop = 344K; 12% of the DMA; Mexican = 14% of Hisp pop
16. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Orlando DMA-Mexican Population by
Zip Code 2014
16
Hisp pop = 832K; 21% of the DMA; Mexican = 20% of Hisp pop
17. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA- Top 5 Hispanic
Population by Country of Origin
17
Tampa-St. Petersburg (Sarasota)
Hispanic COO Counts 1990 2000
Ranked
2014 2019
Mexican 46,636 113,383 271,733 328,247
Puerto Rican 40,949 96,257 253,546 312,082
Cuban 37,145 47,794 88,063 106,093
Dominican 2,022 5,844 42,046 50,719
Colombian 4,676 9,236 30,033 36,977
Mexican ,
34%
Puerto
Rican , 31%
Cuban ,
11%
Dominican
, 5%
Colombian
, 4%
All Other
Hispanic,
15% 2000 2014
Top pop 3.7M 4.5M
Hisp pop 356K 806K
Hisp % 10% 18%
19. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA-Hispanic Population by
Zip Code 2000
19
Total pop = 3.7M; Hisp pop = 356K; 10% of the DMA
20. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA-Hispanic Population by
Zip Code 2014
20
Total pop = 4.5M; Hisp pop = 806K; 18% of the DMA
21. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA-Mexican Population by
Zip Code 2000
21
Hisp pop = 356K; 10% of the DMA; Mexican = 31% of Hisp pop
22. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA-Mexican Population by
Zip Code 2014
22
Hisp pop = 806K; 18% of the DMA; Mexican = 34% of Hisp pop
23. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA-Puerto Rican Population
by Zip Code 2000
23
Hisp pop = 356K; 10% of the DMA; Puerto Rican = 27% of Hisp pop
24. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Tampa DMA-Puerto Rican Population
by Zip Code 2014
24
Hisp pop = 806K; 18% of the DMA; Puerto Rican = 31% of Hisp pop
25. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
The Miami DMA
25
Year Total Pop
(million)
Hisp Pop
(million)
Cuban Pop
(000)
1990 3.3 1.1 593
2000 4.0 1.6 709
2014 4.4 2.3 836
Year Hisp % Cuban %
1990 33% 54%
2000 40% 45%
2014 52% 37%
26. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami DMA- Hispanic Population by
Country of Origin
26
Miami-Ft. Lauderdale
% Hispanic 1990 2000
Ranked
2014 2019
Cuban 592,862 708,683 836,434 933,599
Puerto Rican 95,161 135,860 222,228 260,281
Colombian 66,038 100,389 198,824 232,951
Mexican 31,249 58,865 162,867 191,442
Nicaraguan 75,627 73,147 155,125 171,868
Dominican 26,973 46,996 149,978 171,480
Honduran 19,777 30,889 85,376 96,360
Peruvian 20,484 33,461 83,374 97,007
Venezuelan 30,418 80,974 97,156
Salvadoran 9,115 12,964 59,455 67,994
Argentinean 17,418 53,653 63,280
Guatemalan 9,286 12,452 40,728 46,743
Ecuadorian 10,690 15,500 33,616 39,527
Panamanian 7,955 8,110 24,837 29,018
Chilean 10,131 20,727 24,191
Costa Rican 6,516 18,307 21,316
Uruguayan 2,850 11,247 13,131
Bolivian 3,048 6,660 7,710
Paraguayan 568 1,424 1,603
Other Central American 5,440 4,170 497 539
Top 10 Hispanics by
Country of Origin
28. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami DMA Top 10 Hispanic by Country
of Origin Trends
28
Cuban
Puerto Rican
Colombian
Mexican
Nicaraguan
Dominican
Honduran
Peruvian
Venezuelan
Salvadoran
45
9
6
4
5
3
2
2
2
1
37
10
9
7
7
7
4
4
4
3
2000 2014
South American Ancestry
Populations that have gained share
29. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami DMA-Hispanic Population by
Zip Code 2000
29
Total pop = 4.0M; Hisp pop = 1.58M; 40% of the DMA; Cuban = 45% of Hisp pop
30. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami DMA-Hispanic Population by
Zip Code 2014
30
Total pop = 4.4M; Hisp pop = 2.28M; 52% of the DMA; Cuban = 37% of Hisp pop
31. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Puerto
Rican Population by Zip Code 2000
31
32. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Puerto
Rican Population by Zip Code 2014
32
33. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Colombian
Population by Zip Code 2000
33
34. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Colombian
Population by Zip Code 2014
34
35. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Mexican
Population by Zip Code 2000
35
36. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Mexican
Population by Zip Code 2014
36
37. 1 (888) 211-9353 | www.geoscape.com | geoscape@geoscape.com
Miami-Ft. Lauderdale DMA- Venezuelan
Population by Zip Code 2000
37