In this webinar, you learn how human mobility data has been used to show how social distancing behavior varies by state during the COVID-19 crisis. You can watch the recorded webinar at: https://go.carto.com/webinars/unacast-retail
Stepping up your Spatial Analysis with Mastercard Retail Location insights 3.0CARTO
In this webinar in partnership with Mastercard, you learn how the Mastercard Retail Location insights solution can help you get more granular insights. You can watch the recorded webinar at: https://go.carto.com/webinars/mastercard-spatial-analysis-recorded
In this webinar, we discuss the latest Out-of-Home trends in 2020, key data streams used by data strategists, and demo a real-life use case. You can watch the recorded webinar at: https://go.carto.com/webinars/spatial-analysis-ooh-advertising
7 Reasons Why CPG Marketers Are Turning To Location AnalyticsCARTO
In this webinar, you will discover 7 reasons why CPG Marketers & Analysts are evolving their analytics by turning to location to drive category growth.
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
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
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).
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
In this webinar, you will learn how aggregated social media sentiment data mentioning COVID-19 can help inform companies' response to the crisis. You can watch the recorded webinar at: https://go.carto.com/webinars/spatialai
Stepping up your Spatial Analysis with Mastercard Retail Location insights 3.0CARTO
In this webinar in partnership with Mastercard, you learn how the Mastercard Retail Location insights solution can help you get more granular insights. You can watch the recorded webinar at: https://go.carto.com/webinars/mastercard-spatial-analysis-recorded
In this webinar, we discuss the latest Out-of-Home trends in 2020, key data streams used by data strategists, and demo a real-life use case. You can watch the recorded webinar at: https://go.carto.com/webinars/spatial-analysis-ooh-advertising
7 Reasons Why CPG Marketers Are Turning To Location AnalyticsCARTO
In this webinar, you will discover 7 reasons why CPG Marketers & Analysts are evolving their analytics by turning to location to drive category growth.
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
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
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).
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
In this webinar, you will learn how aggregated social media sentiment data mentioning COVID-19 can help inform companies' response to the crisis. You can watch the recorded webinar at: https://go.carto.com/webinars/spatialai
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
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
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
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
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
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
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
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
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 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
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
New Challenges, New Data: The Power of Location Data in UtilitiesCARTO
In this webinar, our experts discuss how leading energy companies are turning to innovative new location data streams and new location platforms. Watch it now at: https://go.carto.com/power-location-data-utilities-recorded
Atlas CEO Ben Wright's presentation about Marketing Specific Sites at the International Economic Development Council's 2011 Marketing and Attraction Conference. Topics include commercial real estate, Geographic Information Systems (GIS).
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
Community Systems - How Site Selectors Use Geographic Information SystemsBen Wright
Community Systems CEO Ben Wright and Cushman & Wakefield's Keith Gendreau present How Site Selectors Use Geographic Information Systems to over 160 economic development professionals. Topics include: What percentage of many EDO’s projects come from relationships with Site Selectors? What information do EDO’s typically get asked for from Site Selectors?
What is going on in the world of Site Selection? What is changing? What is the specific process of site selection?
What information do site selectors really need from you, and what will they get on their own? When will they involve you in the process? What can you do to improve your website and GIS content to serve site selectors better?
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
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
Are you a Data Scientist working in the Real Estate industry? Are you trying to build a Data Science team with expertise in spatial?
We bring the London Real Estate Data Science community together to discuss use cases such as whitespace analysis, twin area analysis & indoor analytics - sharing best practices and experiences from both residential and commercial.
Jaime Sanchez walked through a specific case of Spatial Data Science applied to Shared Workspace investment analysis, with an interactive component, before we break out into a discussion about the challenges and opportunities of building Data Science teams in the Real Estate sector.
Geolytix joined the conversation to speak about location planning. As trusted advisors, they help their customers decide how many stores, who to acquire, where to open, which format and how to
optimize home delivery and click & collect operations.
Visit our website for more information: https://carto.com/
Our global data enables markets to be precisely sized and opportunities to be accurately gauged. We help our clients understand the consumer’s perspective, which we believe is critical to developing a successful product strategy in payments. Our team of consumer payments experts produces insight that provides answers to the questions you don’t know to ask yet.
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
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
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
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
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
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
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
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
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 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
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
New Challenges, New Data: The Power of Location Data in UtilitiesCARTO
In this webinar, our experts discuss how leading energy companies are turning to innovative new location data streams and new location platforms. Watch it now at: https://go.carto.com/power-location-data-utilities-recorded
Atlas CEO Ben Wright's presentation about Marketing Specific Sites at the International Economic Development Council's 2011 Marketing and Attraction Conference. Topics include commercial real estate, Geographic Information Systems (GIS).
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
Community Systems - How Site Selectors Use Geographic Information SystemsBen Wright
Community Systems CEO Ben Wright and Cushman & Wakefield's Keith Gendreau present How Site Selectors Use Geographic Information Systems to over 160 economic development professionals. Topics include: What percentage of many EDO’s projects come from relationships with Site Selectors? What information do EDO’s typically get asked for from Site Selectors?
What is going on in the world of Site Selection? What is changing? What is the specific process of site selection?
What information do site selectors really need from you, and what will they get on their own? When will they involve you in the process? What can you do to improve your website and GIS content to serve site selectors better?
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
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
Are you a Data Scientist working in the Real Estate industry? Are you trying to build a Data Science team with expertise in spatial?
We bring the London Real Estate Data Science community together to discuss use cases such as whitespace analysis, twin area analysis & indoor analytics - sharing best practices and experiences from both residential and commercial.
Jaime Sanchez walked through a specific case of Spatial Data Science applied to Shared Workspace investment analysis, with an interactive component, before we break out into a discussion about the challenges and opportunities of building Data Science teams in the Real Estate sector.
Geolytix joined the conversation to speak about location planning. As trusted advisors, they help their customers decide how many stores, who to acquire, where to open, which format and how to
optimize home delivery and click & collect operations.
Visit our website for more information: https://carto.com/
Our global data enables markets to be precisely sized and opportunities to be accurately gauged. We help our clients understand the consumer’s perspective, which we believe is critical to developing a successful product strategy in payments. Our team of consumer payments experts produces insight that provides answers to the questions you don’t know to ask yet.
MKT574 v1Strategic Marketing PlanMKT574 v1Page 6 of 6IlonaThornburg83
MKT/574 v1
Strategic Marketing Plan
MKT/574 v1
Page 6 of 6
Complete Part B of the Strategic Marketing Plan.
MKT/574
Professor Brent Duncan
17 Oct 2021
Complete Part B of the Strategic Marketing Plan.Part B: Marketing Data Analysis
Internal Data
Evaluate internal sources of information available to you inside the organization and what information you will receive from each source. Identify 3-6 sources of internal data. Insert or remove rows as needed.
Source
What it Measures
Data
Potential Usage
Data derived from sales.
Weekly sales figures at retail establishments.
Sales at retail establishments are expressed in US dollars.
The information will be used to determine trends and budgets for the future.
Number of Clients.
The number of consumers that visit each shop every week.
A comparison of the number of consumers that came in each week and the number of goods they purchased.
This information will be used to identify the busiest days of the week when the most significant number of goods will be sold.
A satisfaction survey of customers.
How many consumers are overall pleased with their purchase?
Customers that participate in a survey will be able to give us information about their purchasing experience.
This information will help assess both success and possibilities in the future.
Budgeting
The total amount of money spent.
The total amount spent on buying goods, marketing, utilities, and other expenses.
The data will assist in calculating the appropriate amount of money to spend to maximize the likelihood of a positive return on investment.
Compensation
The amount of money spent on the wages of workers.
Money spent on compensating workers for staffing and performing duties on a project.
This information will assist in evaluating whether or not the business is using rightsizing in conjunction with the appropriate workforce for the job.
Secondary Data
Evaluate secondary data sources and the specific information you need from each source. Insert or remove rows as needed.
Source
What it Measures
Data
Potential Usage
Demographic data obtained via a census.
Age and gender distributions among different types of shoppers.
Provides information on the different types of consumers as well as their ages.
The information will help determine the most appropriate client to market products to.
An item's sales data and analytics
Technologies used to manage, analyze, and evaluate sales data will be developed.
Data on particular products and sales that have been targeted.
The data will be used to determine the viability and future of the item.
Polling results in information about product sales outside of the company.
A contrast of the sales of goods with those of other merchants.
Market share and revenues of businesses in a specific geographic region.
This data will determine where the company stands concerning its competitors (Scarisbrick‐Hauser, 2007).
USDA
It assists in keeping track of supplements and their sales.
Statistic ...
Offline vs. Online Retail: Development - Comparisons - Consumer View; Whitepa...Statista
This whitepaper shows how well traditional retail truly fares against online retail, and provides information on the barriers and chances for both offline retail and e-Commerce.
More information: statista.com
After a tumultuous period for global retail banking, consumers are demanding more than ever before from their banks, and have never been more willing to switch to rivals if the service they receive fails to meet their expectations. Our comprehensive data and in-depth insight into consumer needs, attitudes and behaviors will help you target your investment budgets more profitably, prepare you for the future, and provide inspiration for innovative product development.
In Q4 of 2013, we surveyed over 100 retail marketing executives across the United States on what technologies, data, and innovative ideas were most important to them. Not only that, we asked them what there current budgets and planned budgets were for all these strategies over the next 5 years. The results were surprising!
WNS Decision Point analyse and describe about holiday shoppers and explain how marketers can best help them navigate the holiday season. Shoppers should proceed with caution this holiday season. The holiday shopping season is fast approaching and starting earlier each year, bringing unique opportunities for brands, retailers.
eCommerce Outlook for 2018 is a short yet concise deck with highly selected and useful information as you plan and execute your eCommerce Strategy.
Guia práctica sobre tendencias de comercio electrónico en el mundo con especial énfasis en América Latina. Más estudios en sws.ms
Global eCommerce now accounts for more than 10% of total retail sales and is growing at 19% annually.
Read our 2018 handbook to get the most relevant industry insights focusing on Mexico and Latin America.
The Business Research Company adds a report “Retail Global Market Report 2019” under its Retail category. The report covers market characteristics, key players, market size and trends from 2019 to 2022.
Read Report:
https://www.thebusinessresearchcompany.com/report/retail-global-market-report
Insights & Advertising on the Growing Instacart MarketplaceTinuiti
America’s shopping habits were changing in the wake of COVID-19. With 57% of the grocery ecommerce market and order volume up by as much as 500% in 2020, Instacart has emerged as an undisputed opportunity for brands to acquire and retain grocery and CPG shoppers.If you are in store at a participating retailer, then an Instacart Ads program should be part of your media strategy. Join Tinuiti and Instacart as we dig into the top trends dominating 2020 and unpack the latest insights across our digital aisles. We’ll also breakdown Instacart ads, how they work, and the different Instacart ad campaigns you can launch to reach grocery shoppers.
US Personal Accessories Market - Industry Size, Share, Trends, Opportunity an...TechSci Research
According to #TechSci Research report, United States Personal Accessories Market reached USD92 billion in 2020 and anticipated to reach up to USD145 billion by 2026 and grow at a CAGR of 8.15%.
Gain More Insight: https://bit.ly/3t7I5uG
Get Sample Report: https://bit.ly/3BK3wWQ
Press Release: https://bit.ly/36DvsQI
Website: https://www.techsciresearch.com/
Market Research News: https://techsciblog.com/
Similar to Social Distancing: The Return to Retail in 2020 (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
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.
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
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
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
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.
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
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
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
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.
Quantitative Data AnalysisReliability Analysis (Cronbach Alpha) Common Method...2023240532
Quantitative data Analysis
Overview
Reliability Analysis (Cronbach Alpha)
Common Method Bias (Harman Single Factor Test)
Frequency Analysis (Demographic)
Descriptive Analysis
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.”
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
The Building Blocks of QuestDB, a Time Series Databasejavier ramirez
Talk Delivered at Valencia Codes Meetup 2024-06.
Traditionally, databases have treated timestamps just as another data type. However, when performing real-time analytics, timestamps should be first class citizens and we need rich time semantics to get the most out of our data. We also need to deal with ever growing datasets while keeping performant, which is as fun as it sounds.
It is no wonder time-series databases are now more popular than ever before. Join me in this session to learn about the internal architecture and building blocks of QuestDB, an open source time-series database designed for speed. We will also review a history of some of the changes we have gone over the past two years to deal with late and unordered data, non-blocking writes, read-replicas, or faster batch ingestion.
5. What’s happening in Retail?
expected spend on
online retail sales by
2023
Statista
$6.5tn
decline in US retail sales
US Department of Commerce
8.7%
drop in foot traffic for retail
in the US compared to
same time last year
Unacast
Up to 95%
8. POLL 1
Mobility Data
Financial Data
Demographics
What types of data do you intend to use to drive your recovery
planning? (Multiple-choice poll)
POIs
9. Human
Mobility Data
● Mobile data insights available in 50
countries
● Anonymized, aggregated location
data from GPS enabled devices
● Detailed population, movement,
location visits, travel modes, and
dwell times
11. POLL 2
Auto Dealerships & Car Rentals
Wellness & Fitness
Pets
Which segment of retail do you think had the biggest drop in
foot traffic in the US?
Restaurants
12. Mastercard
Spend Insights
● Insights on sales-based performance
of retail locations in US, Canada, UK
and Australia.
● Anonymous and aggregated
transaction data converted into five
component scores.
13. Mastercard Spend Insights Scores
Sales
Ranking of total
monthly sales by
location
Ticket Size
Ranking of monthly
average ticket size
Transactions
Ranking of no. of
monthly
transactions by
location
Stability
Variance in retailers
versus the prior
year
Growth
Increase in sales
year over year
2.3bn cards globally 160mm transactions / hour.
14. Mastercard Spend in Manhattan
Week commencing 6th April Week commencing 13th April
15.
16. Return to Retail - What's next?
● Consumer confidence drives recovery
● From measuring impact to detecting recovery trends
● Recovery planning based on observed human behavior
58%
Of Americans are worried
the U.S. will move too quickly
in loosening restrictions
NBC/WSJ
Of Survey respondents expect
to avoid shopping centers after
the lockdown ends
CNBC/Coresight Research
45%
17. Trend analysis - Example Atlanta Georgia
1st of March 2020 1st of April 25th of April
18. Thanks for listening!
Any questions?
Request a demo at CARTO.COM
Mathias Schläffer
Data Scientist at Unacast // mathias.schlaeffer@unacast.com
Dan Rushton
Content Marketing Manager at CARTO // dan@carto.com