Strategic Risk Analyst

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Presentation transcript:

Strategic Risk Analyst GIS at GMFRS Clare Nolan Strategic Risk Analyst Greater Manchester Fire & Rescue

Introduction to GMFRS Greater Manchester 493 square miles 2.7 million people What we have now 2nd biggest fire service in England 41 Stations 56 Fire Engines 32 Special Appliances 1311 Firefighters What we do (2016/17) 52,350 emergency calls 35,000 incidents 12,500 fires 8,700 special service (road traffic collisions, flooding, technical rescue) 58,000 mobilisations National and international resilience (USAR/ISAR) 30,000 home safety visits

GIS at GMFRS Data we use Ordnance Survey (covered by PSMA) Address Base ITN Openstreetmap Incident/mobilisation data with location Automatic vehicle location (AVLS) ONS/Census/Mosaic Partner data (if we can get it) What? We have the full suite of Cadcorp products inc. Map Modeller, web mapping, Incident Support mapping, Workload modelling Also use QGIS, R and CrimeStat for analysis Who? System admins responsible for GIS administration We use Map Modeller daily for analysis All staff have access and use GIS daily, but may not know it as “GIS”. North West Fire Control use a GIS system to mobilise our fire engines

Maps at GMFRS Mobile Data Terminals AIR Unit Online GIS

North West Fire Control NWFC mobilises for GMFRS, Lancashire, Cumbria and Cheshire. The mobilising system uses Address Base to locate premises and ITN layer to estimate travel time and propose resources. Geographical information e.g. high rise building polygons, road restrictions (weights/heights), motorway deployment points, standby zones etc. Non-geographical information e.g. appliance/officer availability, incident types, pre-determined attendances etc. After the incident all data relating to it is transferred directly to GMFRS

GIS Analysis Prevention and Protection e.g. Safe and Well targeting RTC Prevention Seasonal campaigns (i.e. Bonfire Night) Flooding prevention Wheely bin fires / ASB Response/Operational e.g. Creating bespoke road network Time/travel analysis ie. retained station catchment area or aerial appliance coverage Workload modelling Creation of new station areas Special appliance locations AVLS tracking

Risk Index = Target Population / Base Population * 100 Safe and Well Targeting GMFRS seek to visit 30,000 people per year to offer fire safety, heath and crime prevention advice. With a population of 2.7m we must try to prioritise those we deem to be at highest risk by creating a Risk Index using Mosaic Household data Accidental dwelling fires are matched against 66 Mosaic types for each borough Risk Index = Target Population / Base Population * 100

Safe and Well Targeting Total Risk Score = Mosaic Risk * LSOA Risk from Risk Model The total risk score is applied to each individual household which are then ranked highest to lowest. Households which have received a visit within the past year are removed The remaining highest risk households are extracted and distributed to crews

Safe and Well Targeting The priority lists are provided to station managers and crews in Excel format and to view on corporate GIS Will soon be held in a central database making it more accessible Priority addresses in Philips Park

Road Traffic Collisions in Greater Manchester Road Traffic Collisions that GMFRS attend account for more deaths and injuries than house fires GMFRS attend approximately 10% of all RTCs in Greater Manchester, so we are often not the primary responder. Prevention must be done within partnerships RTCs are not part of our overall risk model but are analysed separately using KDE Hotspots.

Road Traffic Collisions in Greater Manchester We know young people (17-25) are more likely to be a casualty and be a driver in a RTC Prevention where the incidents occurs isn’t that useful MAST data records Driver Home location Map shows Index of YP’s home location relative to total number of YP who live there Use Address Base to extract FE Colleges in the areas with high index score This is used to target colleges for the “Safe Drive Stay Alive” campaign

Creating a Bespoke Road Network Our fire engines and officers are tracked so Control know their current location/status at any given time and they record location information every 10-30 seconds Data recorded Easting/northing Speed Heading Status Timestamp Since NWFC go-live we have 58m datapoints 1 year of AVLS trails responding to incidents 276 data points The speed values are attributed to the road segment they are closest to, then an average speed can be calculated for that segment. Ave speed = 46mph

Creating a Bespoke Road Network The Cadcorp AVLS tool does this calculation for all road segments and applies it to the ITN layer This bespoke road network is used for workload modelling and any resource or deployment analysis. Also used to fine tune the road speeds in the mobilising system.

Workload Modelling What If?!? Every Fire Service is obligated to create an Integrated Risk Management Plan (IRMP) at least every three years. Usually happens yearly. Currently in the middle of a four year plan to save ~ £13m which equates to 196 firefighters. Despite this reduction in resources we must still provide the best fire cover possible for Greater Manchester. Workload modelling software is used to analysis the location of resources (stations, vehicles, shifts, people) to meet current and predicted risk and demand. Cadcorp Workload Modeller is integrated into Map Modeller and also uses MS Access as a base What If?!? Moving a station Change shift patterns Closing a station Change attendance rules Introducing new vehicle types Attending new types of incidents

Workload Modelling Output Processing Input Output can be mapped automatically within Map Modeller  Dataset is exported for further analysis All comparison is against a basecase Using all the data and parameters set, the modelling software re-creates each incident and mobilises the correct number of available appliances to the incident. Repeat for all incidents (make a brew!) ~45 minutes per model 102,042 incidents from the past three years 135,745 mobilisations Pre-determined attendance Risk model Road network Shift patterns Vehicles/station locations Input

Workload Modelling Output Station area performance Percentage Utilisation <-10% -10% to <-15% -15% to <-20% -20% to <-25% -25% + The output from all models is analysed in a similar way that we analyse actual performance Performance at different geographical levels Performance by appliances Appliance utilisation Where appliances are mobilised to Average response times

Creating Isochrones for Coverage of Aerial Appliances Using routing tools and the ITN layer we have created Isochrones for each station to show how far appliances can travel within a given time Can use these to visualise geographical coverage for single or multiple stations 6 aerial appliances 4 aerial appliances Also use isochrones for identifying ‘hard to reach properties’ and potential new workforce for retained stations

Any Questions?