Data-Driven Decarbonization with C.Scale

jack976190 6 views 25 slides Oct 21, 2025
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About This Presentation

Presentation to AIA Los Angeles Tech Rize 2024.


Slide Content

Data-Driven
Decarbonization

Next generation tools to spur climate action
on every project

Jack Rusk
CEO, co-founder

PAUL GAUGUIN ASKED, WELL, I DONT KNOW ABOUT SAN, WHO THE

HECK \S PAUL
GAUGUIN ANYWAY?!

"WHENCE DO WE COME? ANYONE ELSE, BUT c.scale
WHAT ARE WE? WHERE spun out of EHDD, is a small but
ARE WE GOING?" mighty software company, and we're
democratizing access to whole life
carbon assessments

c.scale

The dreaded statistic

~40% of global emissions are attributable to
the building industry

other

27% suis

. T0.9 GT) OPERATIONS

BUILDING
6% CONSTRUCTION
(2367) INDUSTRY

7% CHR
(0 CONSTRUCTION
(2.4 GT) INDUSTRY

other
indus

© Architecture 2030. All Rights Reserved. Data Source: IEA (2022), Buildings, IEA, Paris

Building Construction Industry and Other Constru
from concrete, steel, and aluminum for buildings

The built environment the weighs
more than all life of earth

Dry weight (Tt)

16

12 Biomass

08

0.6 | == Other (for example, plastic)
HE Metals

0.4-| mm Asphalt Anthropogenic
ma Bricks

0.2 | mm Aggregates (for example, gravel)
HE Concrete

o
1900 1920 1940 1960 1980 2000 2020

Elnacham, E., Ben-Usi,L., Grozovski, J, Bar-On, YM. and Milo, R, 2020. Global
human-made mass exceeds lliving biomass. Nature, 58817838), pp.442-444,

We need to half total emissions
even as the building stock doubles

«— 2050
4,500 Billion sf

2020
2,000 Billion sf

0.5 GtCO,e

2020 2025 2030 2035 2040 2045 2050

I Embodied Carbon Operational Carbon Data: UNEP GlobalABC

Designers have a purchasing power of

up to 111x an average consumer

ThinkLab, Design Industry Benchmark Report for 2023

Our decisions (iterany, Move Mountains

gr Ez

)

Our-décisions can regenerate forests

Life cycle assessment
helps us tell the difference

cradle-to-grave

LMN Architects, 2025. 07 - Embodied Carbon 101. Path to Zero Carbon.

Emissions assessment
is becoming a need-to-have

Building Reuse

Section 5.105, Deconstruction
and Reuse of Existing
Structures

Components: Existing primary
structural elements, enclosure, (oof
framing, wall framing, and exterior
finishes).

Exceptions: Additions 2x the area.
‘or more of the existing building.

Exclude: Window assemblies,
insulation, portions structurally
unsound or hazardous, and
hazardous materials that are
remediated as part ofthe project
shall not be included in the
‘calculation.

Life Cycle
Analysis

Section 5.409,
Life Cycle Assessment

Scope: 60-year cradle-to-grave
WB LCA (SO 14044), excluding
operating energy. Show GWP
analysis

Components: Primary and

secondary structural members,
lazing, insulation, exterior finishes.

CalGreen Requirements

Prescriptive
Path

Section 5.409.3,
Product GWP Compliance

‘Components: Structural steel,
rebar, fat glass, ight and heavy-
duty mineral wool insulation, and
ready mix concrete.

Exception: Concrete mixes can
use a weighted average for all
mixes.

By 2027,

all $1B+ companies
in California will
need to perform
LCA on every
project at any scale
SB 253

YouTube Headquarters

By 2027,

all California
projects over
10,000 sf will
require an
LCA

AB 2446

Consultant-led LCA can cost upwards
of $90K for complex projects

Design-integrated LCA
=|), actually reduce emissions

Architect-led workflows to reduce
whole life carbon

Carbon reduction strategies
e Build less

Reuse existing structure
Switch structural system
Low-carbon materials
Longer lived interiors

Low-carbon envelope

Store carbon in materials
© | Alkelectric building
Increase energy efficiency

6 6 Add onsite renewables

Carbon-storing landscape

© Material-related carbon
© Energy-related carbon
© Carbon storage

Affordable
Multifamily

Mass Timber

Project data isn’t available until late in the process

Win the Project Design the Project Regulatory Submission

+- 100%

3
=
| Project Data E
£
E
a
+ — 0%
| [ | | |
Project Schematic Design Construction Project Project
Proposal Design Development Documents Construction Completion

C.Scale fills in gaps to enable better decisions

Win the Project Design the Project Regulatory Submission Verify Emissions

100%

=
. =
Project Data 3
8
E
a
— 0%
| | | | | |
Project Schematic Design Construction Project Project

Proposal Design Development Documents Construction Completion

ML-driven approaches to predicting
emissions at the earliest project phase

The closer to the dashed line, the more accurate our prediction

30 40 50 60 70
‘Actual Values (10% metric tons)

Building in C.Scale's test dataset

Case Study

AIA Headquarters
Renovation

Target-setting in

the proposal phase

35000

2040

30000

2028
2030

10000
s000
Energy Efficiency Only
= Mixed Fuel: Gas and Electric
© EU 8 kbtu/st/yr

+ NoPV
+ No purchased Green Power

2020

Clean Electrification

All Electric
EU: 40 kBtu/st/yr
Embodied carbon reduction.

+ O kW PV array on roof

+ Purchase 100% Green Power

30000

zer

Pathway to Climate Positive
Local Carbon Otras

(© Sequesration & Energy Production
(© Net Emissions
(© Cumulative Carbon Offset

as
$3

Clean Electrification with
Local Carbon Offset

+ Same as Clean Electrification measures.
+ Offset al ing emissions with local offsite
decarbonization/energy efficiency project

Understanding complex tradeoffs

100,000
Retain Exiting
75,000
50,000
25,000 Low New Building
o

2026
2030
2035
04
2045
2050
2055
1060
06
2070
2075
2080
2085

A AUTODESK Forma

How to reduce
‘embodied carbon

“Forma's Embodied Carbon Analysis,
realized through collaboration with
the C.Scale team ... provides near-
instant results, detailing life cycle
embodied carbon data with
accessible visualizations”

2511

tons of total Embodied Carbon

1059 :

tons of Embodied Carbon,
from the structure." ||
|

C.Scale is available Gpémaecess

at app.cscale.io

[email protected]