Home heating fuels: spatial, socio-demographic
and building determinants
Grilli G., Tovar Reaños M., Curtis J.
gianluca.grilli@esri.ie
ESRI-UCC-MaREI energy research: climate action conference
17th May 2019, Dublin
Background Methods Results
Acknowledgements
This research is part of the ESRI - EPRC reserach program
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Background Methods Results
Background
Climate targets: -80% emissions by 2050
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Background Methods Results
Background
Climate targets: -80% emissions by 2050
Investigate factor affecting gas connection
Investigate factor affecting consumption
Provide a profile of connected vs non-connected buildings
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Background Methods Results
Data
Source: CSO + GNI
domestic premises (exc. apartments)
Subset of all existing buildings:
Distance from network ≤ 30m
Only Buildings available in both 2011 and 2016
Property-specific variables
Socio-demographics
Approx. 556,000 Obs
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Background Methods Results
Data
Table: Main fuel type
Mean st. dev Min Max
Gas 0.766 0.424 0 1
Oil 0.170 0.376 0 1
Solid fuels 0.038 0.190 0 1
Electricity 0.027 0.161 0 1
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Background Methods Results
Data
Table: Distance from Network
Mean st. dev Min Max
≤ 15m 0.548 0.498 0 1
15 − 20m 0.311 0.463 0 1
20 − 30m 0.141 0.348 0 1
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Background Methods Results
Results - Gas Consumption
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Background Methods Results
Estimation methods
Gas connection:
Multinomial logit model
Connection as a function of:
distance
house characteristics
personal variables
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Background Methods Results
Estimation methods
Gas connection:
Multinomial logit model
Connection as a function of:
distance
house characteristics
personal variables
Consumption:
Ordered probit model
Heckman Correction:
first stage: Binary probit
for connection
Second stage: ordered
probit model
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Background Methods Results
Results - Gas connection
Table: Probability of Gas connection related to network distance
Distance Prob. Of gas connection
≤ 15m (ref. level)
15 − 20m -6%
20 − 30m -12.70%
The cost of connection increases with distance
Table: Probability of Oil connection
Distance Prob. Of oil connection
≤ 15m (ref. level)
15 − 20m 5.60%
20 − 30m 10.40%
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Background Methods Results
Results - Gas connection
Table: House Ownership and house type
Owneship Prob. Of gas connection
owner with mortgage (ref.level)
outright owner 7.50%
Rent (from private) -3.70%
Rent (from public) 7%
House type:
Detached houses (ref. level)
Semi-detached 4%
Terraced houses 5.70%
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Background Methods Results
Results - Gas Consumption
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Background Methods Results
Results - Gas Consumption
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Background Methods Results
Results - Gas Consumption
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Background Methods Results
Concluding Remarks
Gas connection affected by:
Distance (at increasing rates)
Peak for 2001–2010 buildings
after 2010: electricity
Owners: with mortgage and
social housing
House type: Semi-detached
houses and terraced houses
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Background Methods Results
Concluding Remarks
Gas connection affected by:
Distance (at increasing rates)
Peak for 2001–2010 buildings
after 2010: electricity
Owners: with mortgage and
social housing
House type: Semi-detached
houses and terraced houses
Consumption affected by:
Age of buildings (≈ Energy
efficiency)
The house type
Private owners consume
more
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Background Methods Results
Thank you for your attention
Questions?
gianluca.grilli@esri.ie
www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 15 / 15

Home heating fuels: spatial, socio-demographic and building determinants

  • 1.
    Home heating fuels:spatial, socio-demographic and building determinants Grilli G., Tovar Reaños M., Curtis J. gianluca.grilli@esri.ie ESRI-UCC-MaREI energy research: climate action conference 17th May 2019, Dublin
  • 2.
    Background Methods Results Acknowledgements Thisresearch is part of the ESRI - EPRC reserach program www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 2 / 15
  • 3.
    Background Methods Results Background Climatetargets: -80% emissions by 2050 www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 3 / 15
  • 4.
    Background Methods Results Background Climatetargets: -80% emissions by 2050 Investigate factor affecting gas connection Investigate factor affecting consumption Provide a profile of connected vs non-connected buildings www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 3 / 15
  • 5.
    Background Methods Results Data Source:CSO + GNI domestic premises (exc. apartments) Subset of all existing buildings: Distance from network ≤ 30m Only Buildings available in both 2011 and 2016 Property-specific variables Socio-demographics Approx. 556,000 Obs www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 4 / 15
  • 6.
    Background Methods Results Data Table:Main fuel type Mean st. dev Min Max Gas 0.766 0.424 0 1 Oil 0.170 0.376 0 1 Solid fuels 0.038 0.190 0 1 Electricity 0.027 0.161 0 1 www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 5 / 15
  • 7.
    Background Methods Results Data Table:Distance from Network Mean st. dev Min Max ≤ 15m 0.548 0.498 0 1 15 − 20m 0.311 0.463 0 1 20 − 30m 0.141 0.348 0 1 www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 6 / 15
  • 8.
    Background Methods Results Results- Gas Consumption www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 7 / 15
  • 9.
    Background Methods Results Estimationmethods Gas connection: Multinomial logit model Connection as a function of: distance house characteristics personal variables www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 8 / 15
  • 10.
    Background Methods Results Estimationmethods Gas connection: Multinomial logit model Connection as a function of: distance house characteristics personal variables Consumption: Ordered probit model Heckman Correction: first stage: Binary probit for connection Second stage: ordered probit model www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 8 / 15
  • 11.
    Background Methods Results Results- Gas connection Table: Probability of Gas connection related to network distance Distance Prob. Of gas connection ≤ 15m (ref. level) 15 − 20m -6% 20 − 30m -12.70% The cost of connection increases with distance Table: Probability of Oil connection Distance Prob. Of oil connection ≤ 15m (ref. level) 15 − 20m 5.60% 20 − 30m 10.40% www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 9 / 15
  • 12.
    Background Methods Results Results- Gas connection Table: House Ownership and house type Owneship Prob. Of gas connection owner with mortgage (ref.level) outright owner 7.50% Rent (from private) -3.70% Rent (from public) 7% House type: Detached houses (ref. level) Semi-detached 4% Terraced houses 5.70% www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 10 / 15
  • 13.
    Background Methods Results Results- Gas Consumption www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 11 / 15
  • 14.
    Background Methods Results Results- Gas Consumption www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 12 / 15
  • 15.
    Background Methods Results Results- Gas Consumption www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 13 / 15
  • 16.
    Background Methods Results ConcludingRemarks Gas connection affected by: Distance (at increasing rates) Peak for 2001–2010 buildings after 2010: electricity Owners: with mortgage and social housing House type: Semi-detached houses and terraced houses www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 14 / 15
  • 17.
    Background Methods Results ConcludingRemarks Gas connection affected by: Distance (at increasing rates) Peak for 2001–2010 buildings after 2010: electricity Owners: with mortgage and social housing House type: Semi-detached houses and terraced houses Consumption affected by: Age of buildings (≈ Energy efficiency) The house type Private owners consume more www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 14 / 15
  • 18.
    Background Methods Results Thankyou for your attention Questions? gianluca.grilli@esri.ie www.esri.ie | @ESRIDublin | #ESRIpublications Grilli Climate Action ESRI-UCC-MaREI 15 / 15