In this webinar, you will discover 7 reasons why CPG Marketers & Analysts are evolving their analytics by turning to location to drive category growth.
Supercharging Site Planning in Retail & Real Estate [CARTO Reveal]CARTO
In this webinar, our speakers, Flo Broderick, Javier Pérez Trufero and Iñigo Medina discuss how Retailers and Real Estate companies can speed up their geospatial journey with third party data.
Watch it now at: https://go.carto.com/supercharging-site-planning-monitoring-retail-real-estate-recorded
Embedding Location Intelligence in Web Apps that Enhance User Experience [Air...CARTO
This webinar focuses on how using CARTO's tech stack to embed Location Intelligence in a variety of web and mobile apps.
Our speakers, Román Jiménez and Víctor Velarde, showcase the latest products and features available for developers to reduce production time of custom-built apps and deliver superior user experiences. Watch the recorded at:
https://go.carto.com/airship-location-intelligence-web-apps-user-experience-recorded
Using Places (POI) Data for QSR Site SelectionCARTO
In this webinar in partnership with Foursquare, we outline how using POI & visits data can help QSRs strategically optimize their portfolio of site locations to generate more revenue. You can watch the recorded webinar at: https://go.carto.com/webinars/qsr-site-selection
Unlocking Geospatial Analytics Use Cases with CARTO and DatabricksDatabricks
Many companies need to analyze large datasets that include location information. To be able to derive business insights from these datasets you need a solution that provides geospatial analysis functionalities and can scale to manage large volumes of information. The combination of CARTO and Databricks allows you to solve this kind of large scale geospatial analytics problems. CARTO provides a location intelligence platform to discover and predict key insights through location data. In this session we will see how we can integrate CARTO and Databricks and how we can take advantage of this combination to solve specific problems for industries such as logistics, telecommunications or financial services.
The Ultimate Guide to Location Data: New Datasets & MethodsCARTO
In this webinar, you learn how to get the best insights from existing third party and open data, as well as the need for new derived datasets. You can watch the recorded webinar at: https://go.carto.com/webinars/ultimate-guide-location-data
Supercharging Site Planning in Retail & Real Estate [CARTO Reveal]CARTO
In this webinar, our speakers, Flo Broderick, Javier Pérez Trufero and Iñigo Medina discuss how Retailers and Real Estate companies can speed up their geospatial journey with third party data.
Watch it now at: https://go.carto.com/supercharging-site-planning-monitoring-retail-real-estate-recorded
Embedding Location Intelligence in Web Apps that Enhance User Experience [Air...CARTO
This webinar focuses on how using CARTO's tech stack to embed Location Intelligence in a variety of web and mobile apps.
Our speakers, Román Jiménez and Víctor Velarde, showcase the latest products and features available for developers to reduce production time of custom-built apps and deliver superior user experiences. Watch the recorded at:
https://go.carto.com/airship-location-intelligence-web-apps-user-experience-recorded
Using Places (POI) Data for QSR Site SelectionCARTO
In this webinar in partnership with Foursquare, we outline how using POI & visits data can help QSRs strategically optimize their portfolio of site locations to generate more revenue. You can watch the recorded webinar at: https://go.carto.com/webinars/qsr-site-selection
Unlocking Geospatial Analytics Use Cases with CARTO and DatabricksDatabricks
Many companies need to analyze large datasets that include location information. To be able to derive business insights from these datasets you need a solution that provides geospatial analysis functionalities and can scale to manage large volumes of information. The combination of CARTO and Databricks allows you to solve this kind of large scale geospatial analytics problems. CARTO provides a location intelligence platform to discover and predict key insights through location data. In this session we will see how we can integrate CARTO and Databricks and how we can take advantage of this combination to solve specific problems for industries such as logistics, telecommunications or financial services.
The Ultimate Guide to Location Data: New Datasets & MethodsCARTO
In this webinar, you learn how to get the best insights from existing third party and open data, as well as the need for new derived datasets. You can watch the recorded webinar at: https://go.carto.com/webinars/ultimate-guide-location-data
Location Intelligence: The Secret Sauce for OOH AdvertisingCARTO
In this webinar, Matt Forrest (VP of Solutions Engineering at CARTO) and Mary Layden (Senior Marketing Manager at CARTO) explore how to utilize spatial data science to accurately answer where, how, and when OOH professionals can reach their desired target audience to deliver the best ROI for their clients.
How to Use Spatial Data Science in your Site Planning Process? [CARTOframes] CARTO
In this webinar, we show how CARTO can be used in site planning applications to analyze multivariate geolocated data and derive data-driven insights when opening, relocating or consolidating location sites.
Watch it now at: https://go.carto.com/how-spatial-data-science-site-planning-webinar-recorded
Location Intelligence for All: Enabling Individuals to Use Spatial Analysis [...CARTO
In this webinar, we show how CARTO empowers individuals and organizations to solve spatial problems with the best data and analysis, making Location Intelligence available for everyone - from Developers in small startups, to Data Scientists in large enterprise. Watch it now at: https://go.carto.com/location-intelligence-enabling-individuals-use-spatial-analysis-recorded
Market analysis through Consumer Behavior Pattern InsightsCARTO
In this webinar in partnership with Safegraph, you learn how to use spatial analysis and leading POI data to drive superior market analysis workflows.
Watch the recorded webinar at: https://go.carto.com/webinars/safegraph-market-analysis-recorded
How to Use Geospatial Data to Identify CPG Demnd HotspotsCARTO
The combination of new location data streams and spatial data science techniques opens up a new array of opportunities for CPG data and marketing professionals seeking where to prioritize in terms of ramping up distribution and identifying POS (points of sale).
Using Spatial Analysis to Drive Post-Pandemic Site Selection in RetailCARTO
In this webinar, we explore how geospatial data & analysis can help retailers better understand market dynamics and consolidate opportunities. You can watch the recorded webinar at: https://go.carto.com/webinars/retail-site-selection
In this webinar in partnership with Focal Point, you learn about the future of Indoor Mapping & the role that next-generation GPS technology can play in a range of indoor use cases. You can watch the recorded webinar at: https://go.carto.com/webinars/focalpoint-indoor-mapping
Applying Spatial Analysis to Real Estate Decision-MakingCARTO
In this webinar you learn the role of spatial data and analysis in Real Estate decision-making, as well as seeing some use cases and how to put it into practice with CARTOframes. You can watch the recorded webinar at: https://go.carto.com/en/webinars/cartoframes-real-estate-recorded
Spatial Analytics in the Cloud Using Snowflake & CARTOCARTO
In this practical webinar, we focus on how Snowflake and CARTO can be used to tackle even the most advanced location intelligence use cases. You can watch the recorded webinar at: https://go.carto.com/webinars/spatial-extension-snowflake
Developing Spatial Applications with CARTO for React v1.1CARTO
In this hands-on webinar, we introduce the new features of CARTO for React v1.1 and showcase how this framework can be used to accelerate the development of cloud-native geospatial applications. You can watch the recorded webinar at: https://go.carto.com/webinars/carto-react-developers
Powering the Micromobility Revolution with Spatial AnalysisCARTO
In this webinar, we discuss:
- How innovators are using spatial data and analysis to make mobility planning decisions.
- Why spatial data is becoming essential in data science workflows to understand and predict patterns.
- How mobility companies use thousands of routes and data points, such as weather data, in machine learning models to optimize their scooter fleet usage.
Watch it now at: https://go.carto.com/webinars/micromobility-revolution-recorded
Geo-Enablement of the Supply Chain AnalyticsNishant Sinha
Supply chain analytics using GIS and location based services.
These slides were presented to a team of Indian Armed Forces in a short term course on Supply Chain Management at IIFT
Location Intelligence - The where factorThomas Lejars
Taking the location context into account when analyzing business data allows for revealing spatial relationships, trends, dependencies, and patterns that would have been undetectable in a traditional enterprise applications or BI. Location is a central factor in business. Almost all business data have a location; a customer’s address, a store’s location, the competitor stores, a sales territory, a delivery route or an administrative boundary etc. Location awareness has a high importance for performance management.
Understanding Retail Catchment Areas with Human Mobility DataCARTO
In this webinar in partnership with Databricks, you learn how to build more accurate catchment area analysis using human mobility location data. You can watch the recorded webinar at: https://go.carto.com/webinars/databricks-spatial-data-science
How retail analytics help monitor big box stores performanceCARTO
In this webinar, we show how Retail Analytics is helping stores identify best business practices through geospatial to strengthen performance.
Watch the recorded webinar at https://go.carto.com/webinars/retail-analytics-recorded
An attempt at categorizing the thriving big data ecosystem by @mattturck and @shivonZ - comments are welcome (please add your thoughts on mattturck.com)
Retail Site Selection in a World of Digital TransformationPrecisely
The need for intelligent data-driven decisions on site selection has just received a turbo-charge, and the risk profile of making the wrong decision is now increased. Discover the fundamental data, analytical methods and insights needed to locate high-performing sites regardless of the retail industry segment. To optimize doesn’t always mean to grow; it can also mean identifying where to reduce physical investment and drive channel shift strategies. Learn how to make such data-driven retail decisions in the current, complex environment.
2014 Retail Insight: The Impact of Omni-Channel Trends for 2014 and BeyondSPS Commerce
You are invited to view a complimentary webinar featuring retail industry experts from Retail Systems Research (RSR) and SPS Commerce. Based on their latest research, including the 2014 Retail Insights industry benchmark report, you’ll learn what strategies your peers are deploying to improve omni-channel performance in 2014.
The webinar provides insights on:
• The state of the retail market—how many retailers have or will adopt the omni-channel? What steps are they taking?
• Which external and internal forces will impact retail the most in the upcoming years?
• Which technology and business areas are retailers, vendors and logistics firms making significant investments in 2014?
Location Intelligence: The Secret Sauce for OOH AdvertisingCARTO
In this webinar, Matt Forrest (VP of Solutions Engineering at CARTO) and Mary Layden (Senior Marketing Manager at CARTO) explore how to utilize spatial data science to accurately answer where, how, and when OOH professionals can reach their desired target audience to deliver the best ROI for their clients.
How to Use Spatial Data Science in your Site Planning Process? [CARTOframes] CARTO
In this webinar, we show how CARTO can be used in site planning applications to analyze multivariate geolocated data and derive data-driven insights when opening, relocating or consolidating location sites.
Watch it now at: https://go.carto.com/how-spatial-data-science-site-planning-webinar-recorded
Location Intelligence for All: Enabling Individuals to Use Spatial Analysis [...CARTO
In this webinar, we show how CARTO empowers individuals and organizations to solve spatial problems with the best data and analysis, making Location Intelligence available for everyone - from Developers in small startups, to Data Scientists in large enterprise. Watch it now at: https://go.carto.com/location-intelligence-enabling-individuals-use-spatial-analysis-recorded
Market analysis through Consumer Behavior Pattern InsightsCARTO
In this webinar in partnership with Safegraph, you learn how to use spatial analysis and leading POI data to drive superior market analysis workflows.
Watch the recorded webinar at: https://go.carto.com/webinars/safegraph-market-analysis-recorded
How to Use Geospatial Data to Identify CPG Demnd HotspotsCARTO
The combination of new location data streams and spatial data science techniques opens up a new array of opportunities for CPG data and marketing professionals seeking where to prioritize in terms of ramping up distribution and identifying POS (points of sale).
Using Spatial Analysis to Drive Post-Pandemic Site Selection in RetailCARTO
In this webinar, we explore how geospatial data & analysis can help retailers better understand market dynamics and consolidate opportunities. You can watch the recorded webinar at: https://go.carto.com/webinars/retail-site-selection
In this webinar in partnership with Focal Point, you learn about the future of Indoor Mapping & the role that next-generation GPS technology can play in a range of indoor use cases. You can watch the recorded webinar at: https://go.carto.com/webinars/focalpoint-indoor-mapping
Applying Spatial Analysis to Real Estate Decision-MakingCARTO
In this webinar you learn the role of spatial data and analysis in Real Estate decision-making, as well as seeing some use cases and how to put it into practice with CARTOframes. You can watch the recorded webinar at: https://go.carto.com/en/webinars/cartoframes-real-estate-recorded
Spatial Analytics in the Cloud Using Snowflake & CARTOCARTO
In this practical webinar, we focus on how Snowflake and CARTO can be used to tackle even the most advanced location intelligence use cases. You can watch the recorded webinar at: https://go.carto.com/webinars/spatial-extension-snowflake
Developing Spatial Applications with CARTO for React v1.1CARTO
In this hands-on webinar, we introduce the new features of CARTO for React v1.1 and showcase how this framework can be used to accelerate the development of cloud-native geospatial applications. You can watch the recorded webinar at: https://go.carto.com/webinars/carto-react-developers
Powering the Micromobility Revolution with Spatial AnalysisCARTO
In this webinar, we discuss:
- How innovators are using spatial data and analysis to make mobility planning decisions.
- Why spatial data is becoming essential in data science workflows to understand and predict patterns.
- How mobility companies use thousands of routes and data points, such as weather data, in machine learning models to optimize their scooter fleet usage.
Watch it now at: https://go.carto.com/webinars/micromobility-revolution-recorded
Geo-Enablement of the Supply Chain AnalyticsNishant Sinha
Supply chain analytics using GIS and location based services.
These slides were presented to a team of Indian Armed Forces in a short term course on Supply Chain Management at IIFT
Location Intelligence - The where factorThomas Lejars
Taking the location context into account when analyzing business data allows for revealing spatial relationships, trends, dependencies, and patterns that would have been undetectable in a traditional enterprise applications or BI. Location is a central factor in business. Almost all business data have a location; a customer’s address, a store’s location, the competitor stores, a sales territory, a delivery route or an administrative boundary etc. Location awareness has a high importance for performance management.
Understanding Retail Catchment Areas with Human Mobility DataCARTO
In this webinar in partnership with Databricks, you learn how to build more accurate catchment area analysis using human mobility location data. You can watch the recorded webinar at: https://go.carto.com/webinars/databricks-spatial-data-science
How retail analytics help monitor big box stores performanceCARTO
In this webinar, we show how Retail Analytics is helping stores identify best business practices through geospatial to strengthen performance.
Watch the recorded webinar at https://go.carto.com/webinars/retail-analytics-recorded
An attempt at categorizing the thriving big data ecosystem by @mattturck and @shivonZ - comments are welcome (please add your thoughts on mattturck.com)
Retail Site Selection in a World of Digital TransformationPrecisely
The need for intelligent data-driven decisions on site selection has just received a turbo-charge, and the risk profile of making the wrong decision is now increased. Discover the fundamental data, analytical methods and insights needed to locate high-performing sites regardless of the retail industry segment. To optimize doesn’t always mean to grow; it can also mean identifying where to reduce physical investment and drive channel shift strategies. Learn how to make such data-driven retail decisions in the current, complex environment.
2014 Retail Insight: The Impact of Omni-Channel Trends for 2014 and BeyondSPS Commerce
You are invited to view a complimentary webinar featuring retail industry experts from Retail Systems Research (RSR) and SPS Commerce. Based on their latest research, including the 2014 Retail Insights industry benchmark report, you’ll learn what strategies your peers are deploying to improve omni-channel performance in 2014.
The webinar provides insights on:
• The state of the retail market—how many retailers have or will adopt the omni-channel? What steps are they taking?
• Which external and internal forces will impact retail the most in the upcoming years?
• Which technology and business areas are retailers, vendors and logistics firms making significant investments in 2014?
McCarty General Assembly - product managementJustin M
Product management class at General Assembly SF final project. Project outlines "Local-R," a shopping app that aims to help bring retail shoppers back to local neighborhoods and community stores by helping local businesses aggregate their inventories online thereby enabling them to compete against big box stores and online shopping in terms of convenience, price, and loyalty.
Digital Marketing Strategic Planning WorkshopDigi Mark
5th ITI Digital Marketing Day
By: Mohab Ayman
#DMDay5
Digital Marketing Strategy is:
Definition of the approach by which applying digital technology
platforms to integrate with the other Marketing activities and support the overall Business Objectives.
Positioning for Retail Recovery: The Role of Predictive Analytics Fueled by M...Precisely
As parts of the world show signs of emergence from the initial Covid-19 onslaught, retailers are opening their doors and looking to reduce risk and increase opportunities through strategies which are backed by highly accurate data and analytics. Retailers who understand context and can make location intelligent marketing plays will win, with mobile trace data playing a key role in taking contextual consumer understanding to the next level.
In this webinar, discover how using mobile trace data helps the most effective retailers and restaurants to understand previous pedestrian footfall and predict the most likely areas where retail activity will return. This understanding is helping to drive highly targeted multi-channel marketing programs for leaders in the industry.
This on-demand webinar will also cover:
- The principles of mobile trace data and what makes it a game-changing data set for the retail community
- How to use mobile trace data analytics to drive retail strategies around site selection and marketing in a transformative environment
- Showcasing of retailer use cases where predictive analytics fueled by mobile trace data is being used to compete and win in the market
How did one of the largest malls in the world get its location strategy wrong? For a retailer, brand owner or property developer, it is critical to select retail sites that would offer the most attractive revenue potential, or a platform that will strengthen the company’s brand positioning in the market. In this Research Note from Ipsos Business Consulting, we highlight the challenges of location assessment in emerging markets and describe a framework for developing a robust strategy plan.
Capgemini has been tracking consumer shopping since 2002, gathering insights into the changing patterns of purchasing behavior from traditional high-street to multi-channel shopping.
Our most recent research - the Digital Shopper Relevancy Report 2014 - surveyed more than 18,000 digital shoppers from 18 countries.
Read the report to find out the role and use of digital channels (and devices), across the consumer purchasing journey today and in the future.
In a new report, titled “Digital Shopper Relevancy,” Capgemini surveyed 16,000 digital shoppers across 16 developing and mature markets about their use of different channels and devices for shopping.
This is a practical project demonstrating the entire workflow of data analysis from raw data assessment to the final modeling. It filled with detailed storytelling of the different variables of the target company's consumer sales data with the aid of the Tableau data visualization technique.
The Supermarket Circular: Where it's headed and 3 things retailers need to do Bill Bishop
Supermarket circulars are a topic we’ve studied at Brick Meets Click for several years and it’s exciting to see that the form of the circular is evolving. Here we explore what consumers are doing in this area and how retailers should prepare. Originally presented during the May 12, 2016 Unata webinar.
Similar to 7 Reasons Why CPG Marketers Are Turning To Location Analytics (20)
4 Ways Telecoms are Using GIS & Location Intelligence.pdfCARTO
In this webinar Helen McKenzie and Carmen de la O Millán explain how geospatial solutions can optimize telco operations and create new revenue streams, drawing on CARTO and Google Cloud’s collaborations with customers such as Telus and Vodafone.
Advancing Spatial Analysis in BigQuery using CARTO Analytics ToolboxCARTO
Learn how Analysts and Data Scientists use CARTO Analytics Toolbox to unlock more than 100 spatial functions in BigQuery to enhance data, run advanced spatial analysis and apply industry-specific models to drive business decisioning. You can watch the webinar here: https://go.carto.com/webinars/analytics-toolbox-for-bigquery
Can Kanye West Save Gap? Real-Time Consumer Social Media Segmentation On CARTOCARTO
In this webinar, we use Location Intelligence to learn how Kanye West’s collaboration with the retail giant Gap impacted their in-store customer base. You can watch the recorded webinar at: https://go.carto.com/webinars/spatialai-can-kanye-west-save-gap
Developing Spatial Applications with Google Maps and CARTOCARTO
Learn how CARTO integrates with Google Maps to unlock the advanced visualization capabilities of deck.gl and enables developers to build geospatial apps. You can watch the recorded webinar here: https://go.carto.com/webinars/google-maps-and-carto
Scaling Spatial Analytics with Google Cloud & CARTOCARTO
In this webinar, we focus on how Google Cloud and CARTO can be used to tackle even the most challenging Location Intelligence use cases at scale. You can watch the recorded webinar at: https://go.carto.com/webinars/google-cloud-spatial-analytics-at-scale
Sentiment, Popularity & Potentiality: 3 Unique KPIs to add to your Site Selec...CARTO
In this webinar, we focus on how to enhance POI datasets with Sentiment, Popularity, and Potentiality KPIs to improve Site Selection and Site Performance use cases. You can watch the recorded webinar at: https://go.carto.com/webinars/data-appeal-site-selection
CARTO Cloud Native – An Introduction to the Spatial Extension for BigQueryCARTO
In this practical webinar, we'll walk through some of the key location intelligence functions that are now available in BigQuery with our Spatial Extension.
What Spatial Analytics Tells Us About the Future of the UK High StreetCARTO
In this panel webinar, we'll explore different types of spatial analysis and data and how they can be used across the industry with real-life examples. You can watch the recorded webinar at: https://go.carto.com/webinars/spatial-analytics-uk-retail
6 Ways CPG Brands are Using Location Data to Prepare for the "Post-Pandemic"CARTO
In this webinar, we explore how leading CPG brands are turning to new location data streams and advanced analytics to emerge stronger from COVID-19. You can watch the recorded webinar at: https://go.carto.com/webinars/dotgis-cpg-location-analytics
5 Ways to Strategize for Emerging Short-Term Rental TrendsCARTO
In this webinar in partnership with Transparent, we explore the current state of short-term rentals and how to use vacation rental data to inform your strategy. You can watch the recorded webinar at: https://go.carto.com/webinars/transparent-short-term-rental-trends
Using Location Data to Adapt to the New normalCARTO
Retail and Real Estate professionals around the world are turning to human migration and location data to evolve their strategy and adapt to the new normal. You can watch the recorded webinar at: https://go.carto.com/webinars/unacast-human-migration-location-data
Analyzing the Rise of the Staycation during COVID-19CARTO
In this webinar, you learn how to use location data on commercial POIs & hygiene ratings for predictive analytics to support public health decision-making. You can watch the recorded webinar at: https://go.carto.com/webinars/doorda-staycation-covid19
Why High-Resolution Spatial Data on Population MattersCARTO
In this webinar in partnership with WorldPop, you learn about how high-resolution data on human population distribution & characteristics are becoming more & more important. You can watch the recorded webinar at: https://go.carto.com/webinars/worldpop-global-demographic-insights
Using Geospatial to Innovate in Last-Mile LogisticsCARTO
In this webinar in partnership with what3words, you learn about how new location analytics can enable logistics & supply chain players to improve their approach to route optimization. You can watch the recorded webinar at: https://go.carto.com/webinars/what3words-logistics
The Role of Indoor Mapping in the “New Normal”CARTO
In this webinar in partnership with Situm, you learn about how technology & analytics can facilitate a safe return to work for your employees. You can watch the recorded webinar at: https://go.carto.com/webinars/situm-indoor-mapping
Helping insurers Uncover Location Data and the Predictive Analytics FactorCARTO
In this webinar, you learn the current challenges insurers are facing and how leveraging LI can help. You can watch the recorded webinar at: https://go.carto.com/insurance-location-data-and-predictive-analytics-factor-recorded
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
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
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
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.
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).
12. 1. Spending behavior has changed
forever
● What we spend money on has changed
(rise of home fitness, struggle for
fashion industry)
● How we spend money (death of cash,
changes in contactless limits)
● Near real-time data is required to
respond to consumer behavior patterns
15. 2. Mobility patterns change by the
week
● Local & regional lockdowns are top of
mind for brands to navigate (as a
long-term factor)
● Predicting mobility behavior is closely
tied to other demographic &
socio-economic variables
● Important to measure & monitor return
to work to mould campaigns
accordingly
17. POLL 1
I’ve never used movement data ……………………………………..
Yes ………………………………………………………………………………….
No ……….....…………………...………………………………………………..
Has mobility/movement data proven useful for your organization?
It’s too expensive ..…………………...…………………………………...
18. 3. Social sentiment is unpredictable
● Attitudes towards COVID-19 are closely
tied to location, with differing behaviors
and attitudes across regions.
● Social media data (with its limits) still
provide indicators on attitude for
brands to evolve content & campaign
channels accordingly.
24. For Sonic, it varies massively by store:
● At some stores, there is an opportunity to cultivate
loyalist segments, while others should focus on
the emerging customer base.
● “Sleeper” audience in some suburban and rural
segments showing new interest & travelling
greater distances after their traditional options
have changed during stay at home orders.
● Sonic mattered to families before the pandemic,
and now has become increasingly important
during stay at home orders. Opportunity to focus
on family-related messaging across stores.
25. 4. New workplace trends
● Shared workspace in apartment
buildings (increase productivity, no
commute)
● Shared workspaces in prime locations
(e.g. Shoreditch, Manhattan) suffering
with workers opting to meet a handful
of colleagues closer to homes
● Need to avoid mass transit for
considerable future
26. POLL 2
Intersecting admin. or political boundary (census tract, postal
code, etc ) ……………………………………………………………………..
Drive/walk area ……………………………………………………………..
A combination of both ..………………………………………………..
How do you determine a location’s catchment area (area of
influence)?
28. 5. Drastic behavioral changes
● Brands are targeting completely new
segments (or audiences) that they
haven’t targeted before
● This requires new data that brings
together online and offline behavior (i.e.
not just social media, but also first party
data such as:
○ Website
○ CRM
○ DMP
31. 6. New transit preferences
● Certain demographics opting to use
ridesharing more or buy a vehicle
(opting to avoid mass transit)
● Changing demographics exposed to
roadside media
● Increased value for less urban outdoor
media (with many leaving cities for
second homes or selling up)
32. 7. Physical brick & mortar data must
be real-time
● Retailers consolidating site networks &
opting for curbside collection formats
● QSRs & higher-end restaurants opting
to increase number of ghost kitchens
serving delivery business
● Changing behavior of typical POI visitors
(universities, hospitals, schools, parks) is
critical data for marketers evolving their
strategies
34. CPGs need a 360 view of consumers to
tell the right stories in the right place:
Points of Interest
Road TrafficFinancial Data
Behavioral
Weather
Human Mobility Housing
35. POLL 3
None ……………………………………………………………..
1 - 3 ……………………………………………………………..
3 - 5 ……………………………………………………………..
5+ ……………………………………………………………..
How many 3rd party data providers does your organization
have?
36. Why?
Why do the vegans hang out there &
how will the vegans behavior change
over the next 6 months?
You need to use an LI Platform
Where?
Where do the vegans hang out?
You’re likely using a BI
platform
37. Build yourself or get some help:
Analyze Build Solution
I need a solution built for a
specific business problem, but
don’t have in-house resources
I want to a build a solution to
do something with my spatial
data
I want to analyze something
about my business with spatial
data
38. Any questions?
Explore specific stories at www.carto.com/blog
Jaime Sánchez
CPG Specialist // jsanchez@carto.com
Florence Broderick
VP Marketing // flo@carto.com