# Egham visit July 11--12 Notes --- ## 11--13 meeting with Ben Harvey - Hertz (and others) aim to meet seasonal retail demand, e.g. from July to September or for Christmas -- therefore, their fleet (number of cars) fluctuates significantly -- on the contrary, Enterprise has stabile fleet focused on year-round demand; they have more diverse business (such as lease fleet for government and corporations, cooperation with insurance and AA to provide replacement vehicle etc) - corporate accounts are not only for corporations -- for example, local group of residents can pay for access to a car that only they can use; this is possible by signing up as corporate account (presented hypothetically; there isn't such an entity at present) - Enterprise has two streams of business: -- 1. buy (vehicle acquisition) + sell (remarketing) cars (most cars in fleet are no more than a couple of years old, buying cars in bulk means better deal from the manufacturer). Sometimes the residual value of the car may be higher than purchase price. -- 2. rentals (branches + Car Club) - vehicle acquisition is unprecedently difficult currenlty due to soaring demand combined with difficulties in supply chain -- one factor is that European (mainland) car manufacturers prefer right-handed vehicles (larger market), pushing left-handed vehicles (UK+IE) to the back of the queue ### Data Discussion - address of corporate account members (aggregated to LSOA level) can be either business or personal address -- this is often address given when they joined so up-to-date address may be different - data covers January 2019--December 2021 period - most non-billable accounts are corporate - Enterprise provides also tech-only solutions; for example council/other may ask for installing Car Club tech in their vehicle - if 'Reserved Lot ID' starts with *yy* or *zz* it means it was redacted (either removed or the same location has now new ID (administrative reasons- eg change of council/contract etc.)) - *-B-* in 'Reserved Jurisdiction' means it is a part of a dedicated scheme - lat/long unlikely to be included, lot location is to be deduced from the postcode (this may be good idea as some lots have fluid locations- eg parking on the street of Park Square in Leeds) - some trip records are maintenance (cleaning, repairs etc.) - 'Trip did not drive' may be incorrect in some instances (take non-zero mileage as indicative) - Car Club has cca 2200 active cars but 92% of hires are car rentals so for Enterprise Car Clubs are an experiment - analyst department of Enterprise (led by Ben) expanded from 3 to 15 people during the pandemic due to the fast changing environment and the need to interpret the data to make informed next step decisions - lot location factors include population density and proximity to other modes of transport (+ rental branches) - when Enterprise entered UK market, they provided a pick-up service to drive people to the rental branch for free as a differentiating themselves from competition (also, branch managers are not promoted unless customer satisfaction is above 80%) - RQ (research question): will Car Clubs work in particular areas of UK (spatial demand prediction)? - even though Brighton has highest proportion of LSOA with Car Club vehicles, they are not electric, but there is a plan to add/replace 30 EVs by end of the year - sometimes there is a transition from EV to hybrid/ ICE vehicle, eg repairs with missing parts/ charging station problems ## 15--16 Keith meeting - Keith can look at a charge status of EV vehicle in periodic snapshots one vehicle at a time but does not see the data for the whole fleet -- if Keith provided the data, it would be useful to Eran and Enterprise when considering a network of charging points and understanding travel behaviour generally ## 16--17 meeting with Anna Bysshe (Head of Marketing) - PCP Pay-Per-Click Marketing (eg Google search) - some councils have official Car Club provider that they advertise on their website, some operate with multiple Car Club providers - Anna creates marketing plans for tenders - advertisement focus includes money-saving websites - rental branches also promote Car Clubs -- eg when rental vehicle is unavailable and also in general spreading word about the service for when the branch is closed (migration of out-of-hour rentals) -- this results in some single-booking memberships - memberships are not impulsive purchases - email marketing has to be opt-in - it is harder to re-activate members than keeping them from the start - Car Club provides a number of perks (discounts,deals,etc.) - bid to develop means developer gives money to Car Club in exchange for a number of free memberships for the new residents - car income and lot success depends on how supportive the local groups are ![](https://i.imgur.com/YDqUho7.png) - the easiest low-hanging fruit is awareness and it is more-expensive/harder to convert someone --- ## 8--9 meeting with Keith to wrap up - Keith to share spreadsheet of rental branches - revisit Kaitlin's work shere she put people in buckets (k-means clustering) to understand 5 distinct groups of users - Keith also has Car Near Me request spreadsheet - RQ: how have Car Club usage patterns changed after Covid (and generally with the shift to hybrid/remote working)? - next meeting: August 4