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## Project Features
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PET CARE INDUSTRY | BUSINESS INTELLIGENCE | BCG GROWTH-SHARE MATRIX | FEATURE ENGINEERING
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[View the interactive plot of The BCG Growth-Share Matrix in Plotly...](https://plot.ly/~adam.c.dick/2/growth-share-matrix-of-licensed-dogs-in-new-york-by-neighborhood/)
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[View the interactive chart of The BCG Growth-Share Matrix in Plotly...](https://plot.ly/~adam.c.dick/2/growth-share-matrix-of-licensed-dogs-in-new-york-by-neighborhood/)
Data-driven visualization of the pet care industry in New York City based on constituent growth rates and market share, creating four quadrants called Dogs, Question Marks, Stars and Cash Cows.
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-[x]**Dogs**<br>
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-[x]**The BCG Matrix: Dogs**<br>
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Low-growth, low-share markets that typically struggle to break-even. The conventional wisdom of analysts is to liquidate business in this area.
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-[x]**Question Marks**<br>
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-[x]**The BCG Matrix: Question Marks**<br>
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High-growth, low-share markets that have both potential and risk. New businesses target this area through a select and divest strategy.
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-[x]**Stars**<br>
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-[x]**The BCG Matrix: Stars**<br>
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Question Marks that have been widely adopted to become market leaders. Continued growth pushes firms to invest due to high competition.
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-[x]**Cash Cows**<br>
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-[x]**The BCG Matrix: Cash Cows**<br>
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Mature markets where entrenched players can maintain their position with minimal investment, allowing them to milk reliable cash flows.
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-[x]**Competitor Concentration**<br>
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Concentration Ratios (CR) and Herfindahl-Hirschman Index (HHI) of the total market share held by the top firms in the industry as well as the geographic density by neighborhood.
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The American Pet Products Association (APPA) [estimates](https://www.americanpetproducts.org/press_releasedetail.asp?id=191) that the pet care industry will exceed $75 billion in 2019, increasing by 3.9% over the previous year. Consumer spending categories are led by pet food ($32 billion), veterinary care ($19 billion) and supplies & OTC medicine ($16 billion).
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**[New York State Department of Health Zip Codes](https://www.health.ny.gov/statistics/cancer/registry/appendix/neighborhoods.htm)**
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* 42 NYC neighborhoods
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* 5 Boroughs
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* 42 Neighborhoods
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* 178 ZIP Codes
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**[Yelp Pet Stores and Pet Services](https://www.yelp.com/fusion)**
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* 1,502 unique pet stores and services actively operating in 2019
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