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September 11, 2013

Beyond Buildings:
How to Incorporate Behavior Modification into
Whole-House Energy Upgrade Programs
Behavior, Energy, and Climate Change Conference
November 20, 2013
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

What’s missing from the current whole-house incentive
program landscape?

• Behavior! Plug loads!
• While space conditioning and water heating
upgrades are essential, other end-uses
comprise nearly half of total energy use in
California homes
• Successful feedback/behavior programs exist
(e.g., in California: Opower, SMUD HER), but
interventions aren’t integrated with
whole-house efforts
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

80
70
60
50
40
30
20
10
0

4.0
3.5
3.0
2.5
2.0
1.5
1.0
0.5
0.0
2008 usage *

Savings goal
(40% BTU
reduction) **

Annual billion therms

Annual billion kWh

BACKGROUND: California energy efficiency goals
How much do we need to save in the residential sector?

Measured
savings to date
(2.3% BTU
reduction) ***

* Source: KEMA, Residential Appliance Saturation Survey (RASS) for California, 2003 and 2009. http://websafe.kemainc.com/rass2009/
** Source: Energy Efficiency Strategic Plan (2011) http://www.cpuc.ca.gov/PUC/energy/Energy+Efficiency/eesp/
*** Among IOU and REN programs, Jan 2010-Aug/Sep 2013. Source: http://eega.cpuc.ca.gov/
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

BACKGROUND: Where is energy used in California homes?
2003

HVAC/H2O
heating
62%

Other
end-uses
38%

2009

HVAC/H2O
heating
54%

Other
end-uses
46%

Source: KEMA, Residential Appliance Saturation Survey (RASS) for California, 2003 and 2009. http://websafe.kemainc.com/rass2009/
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

BACKGROUND: Where is energy used in California homes?
Miscellaneous
100%

11%

90%
80%

% of energy use

70%

40%

8%

6%

Pools and spas
Lighting

4%
5%

9%
42%

8%

22%
26%

5%
4%

3%
19%

20%

Laundry
Dishwasher and cooking
Refrigerators and freezers
Water heating

30%
39%

25%
10%

TV, PC, and office equipment

7%

9%

18%

60%
50%

6%
4%
3%
6%

Space cooling
Space heating

8%

0%
kWh

therms

total BTUs

Source: KEMA, Residential Appliance Saturation Survey (RASS) for California, 2003 and 2009. http://websafe.kemainc.com/rass2009/
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

BACKGROUND: Predicted savings vs. realized utility bill savings in
California’s whole-house programs

Utility bill savings

60%
40%

20%

R² = 0.0659

0%

-20%
0%

20%

40%

60%

Modeled savings
Source: BKi analysis of Energy Upgrade California EnergyPro models vs. actual PG&E, SCE, SoCalGas, and SMUD utility bills
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

BACKGROUND: What measures are included in current California
whole-house incentive programs?
Home Upgrade

PG&E Advanced

SCE/SoCalGas
Advanced

SMUD

HVAC equipment

✓

✓

✓

✓

Water heating
equipment

✓

✓

✓

✓

Envelope
measures

✓

✓

✓

✓

Pool pumps

✗

✗

✗

✓

Screw-in lighting

✗

✗

✗

✗

Plug loads

✗

✗

✗

✗

Thermostat
settings and other
behavior-based
approaches

✗

✗

✗

✗

Measure
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

Every home needs a unique savings plan

Similar annual energy
bills ($)
BUT
Different consumption
patterns
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

Guide users to the best path for savings
Smart meter
disaggregation
Energy reduction
recommendations
and usage tracking

Idle Mode exceeds 400W

Update of
monthly
interval
data

Phone
consultation

HVAC efficiency:
•Cooling > 8BTU’s/sf/hdd
•Heating > 4BTU’s/sf/hdd
•Occupant owned SFR

Referral to
Whole House
Program
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

An example: Range of idle load by house size
Maximum

Average

Minimum
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

Policy and program design recommendations

1) Expand definition of “whole house” to
include plug loads and lighting
• Include behavior feedback/recommendations among
“measures”
• Behavior has greatest impact on plug loads & lighting, but
operational settings on HVAC & DHW is also important
• “Behavior” includes decision to purchase efficient appliances
& equipment
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

Policy and program design recommendations

2) Sell multiple levels of upgrades under a single
program umbrella
• Utilities currently operate loosely-integrated patchwork of
incentive programs
• No- and low-cost behavior changes are a first an ongoing step
to achieving deeper savings
• What about energy use attribution? We need to move beyond
current paradigm of energy savings firewalls between
programs
• Measure actual energy use via automated utility meter
analysis; identify which measures contributed to what savings
via disaggregation
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

Policy and program design recommendations

3) Incentivize realized energy savings in addition
to asset improvements
• Customer rebates can be tied to both physical upgrade and
actual energy use reductions
• Emphasizes the importance of behavior and operational
settings, contributes to sustained savings
Beyond Buildings: How to Incorporate Behavior Modification
into Whole-House Energy Upgrade Programs

Policy and program design recommendations

4) Continue to quantify magnitude and
persistence of energy savings from behavioral
measures
• Build on wealth of existing studies and incorporate findings
into cost-effectiveness tests
• Build and advocate for analysis techniques that allow
attribution of behavioral savings within a comprehensive
upgrade program
Questions?
Rebecca Brown rbrown@bki.com

Lisa Schmidt lisa@hea.com

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Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs

  • 1. Efficiency PAYS® Learn How On-Bill Can Work Western Municipal Water District September 11, 2013 Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Behavior, Energy, and Climate Change Conference November 20, 2013
  • 2. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs What’s missing from the current whole-house incentive program landscape? • Behavior! Plug loads! • While space conditioning and water heating upgrades are essential, other end-uses comprise nearly half of total energy use in California homes • Successful feedback/behavior programs exist (e.g., in California: Opower, SMUD HER), but interventions aren’t integrated with whole-house efforts
  • 3. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs 80 70 60 50 40 30 20 10 0 4.0 3.5 3.0 2.5 2.0 1.5 1.0 0.5 0.0 2008 usage * Savings goal (40% BTU reduction) ** Annual billion therms Annual billion kWh BACKGROUND: California energy efficiency goals How much do we need to save in the residential sector? Measured savings to date (2.3% BTU reduction) *** * Source: KEMA, Residential Appliance Saturation Survey (RASS) for California, 2003 and 2009. http://websafe.kemainc.com/rass2009/ ** Source: Energy Efficiency Strategic Plan (2011) http://www.cpuc.ca.gov/PUC/energy/Energy+Efficiency/eesp/ *** Among IOU and REN programs, Jan 2010-Aug/Sep 2013. Source: http://eega.cpuc.ca.gov/
  • 4. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs BACKGROUND: Where is energy used in California homes? 2003 HVAC/H2O heating 62% Other end-uses 38% 2009 HVAC/H2O heating 54% Other end-uses 46% Source: KEMA, Residential Appliance Saturation Survey (RASS) for California, 2003 and 2009. http://websafe.kemainc.com/rass2009/
  • 5. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs BACKGROUND: Where is energy used in California homes? Miscellaneous 100% 11% 90% 80% % of energy use 70% 40% 8% 6% Pools and spas Lighting 4% 5% 9% 42% 8% 22% 26% 5% 4% 3% 19% 20% Laundry Dishwasher and cooking Refrigerators and freezers Water heating 30% 39% 25% 10% TV, PC, and office equipment 7% 9% 18% 60% 50% 6% 4% 3% 6% Space cooling Space heating 8% 0% kWh therms total BTUs Source: KEMA, Residential Appliance Saturation Survey (RASS) for California, 2003 and 2009. http://websafe.kemainc.com/rass2009/
  • 6. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs BACKGROUND: Predicted savings vs. realized utility bill savings in California’s whole-house programs Utility bill savings 60% 40% 20% R² = 0.0659 0% -20% 0% 20% 40% 60% Modeled savings Source: BKi analysis of Energy Upgrade California EnergyPro models vs. actual PG&E, SCE, SoCalGas, and SMUD utility bills
  • 7. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs BACKGROUND: What measures are included in current California whole-house incentive programs? Home Upgrade PG&E Advanced SCE/SoCalGas Advanced SMUD HVAC equipment ✓ ✓ ✓ ✓ Water heating equipment ✓ ✓ ✓ ✓ Envelope measures ✓ ✓ ✓ ✓ Pool pumps ✗ ✗ ✗ ✓ Screw-in lighting ✗ ✗ ✗ ✗ Plug loads ✗ ✗ ✗ ✗ Thermostat settings and other behavior-based approaches ✗ ✗ ✗ ✗ Measure
  • 8. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Every home needs a unique savings plan Similar annual energy bills ($) BUT Different consumption patterns
  • 9. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Guide users to the best path for savings Smart meter disaggregation Energy reduction recommendations and usage tracking Idle Mode exceeds 400W Update of monthly interval data Phone consultation HVAC efficiency: •Cooling > 8BTU’s/sf/hdd •Heating > 4BTU’s/sf/hdd •Occupant owned SFR Referral to Whole House Program
  • 10. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs An example: Range of idle load by house size Maximum Average Minimum
  • 11. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Policy and program design recommendations 1) Expand definition of “whole house” to include plug loads and lighting • Include behavior feedback/recommendations among “measures” • Behavior has greatest impact on plug loads & lighting, but operational settings on HVAC & DHW is also important • “Behavior” includes decision to purchase efficient appliances & equipment
  • 12. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Policy and program design recommendations 2) Sell multiple levels of upgrades under a single program umbrella • Utilities currently operate loosely-integrated patchwork of incentive programs • No- and low-cost behavior changes are a first an ongoing step to achieving deeper savings • What about energy use attribution? We need to move beyond current paradigm of energy savings firewalls between programs • Measure actual energy use via automated utility meter analysis; identify which measures contributed to what savings via disaggregation
  • 13. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Policy and program design recommendations 3) Incentivize realized energy savings in addition to asset improvements • Customer rebates can be tied to both physical upgrade and actual energy use reductions • Emphasizes the importance of behavior and operational settings, contributes to sustained savings
  • 14. Beyond Buildings: How to Incorporate Behavior Modification into Whole-House Energy Upgrade Programs Policy and program design recommendations 4) Continue to quantify magnitude and persistence of energy savings from behavioral measures • Build on wealth of existing studies and incorporate findings into cost-effectiveness tests • Build and advocate for analysis techniques that allow attribution of behavioral savings within a comprehensive upgrade program

Editor's Notes

  1. Modeling software assumptions will affect magnitude of savings, but very weak relationship between modeled and actual savings for individual projects suggests other factors—including occupant behavior—are not being properly accounted for or incentivized in “whole-house” programs