EVs/Autonomous Driving - Tesla and the auto revolution

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EVs/Autonomous Driving - Tesla and the auto revolution
2022 Outlook | November 29, 2021

  EVs/Autonomous Driving
  Tesla and the auto revolution

  Yeon-ju Park yeonju.park@miraeasset.com

Analysts who prepared this report are registered as research analysts in Korea but not in any other jurisdiction, including the U.S.
PLEASE SEE ANALYST CERTIFICATIONS AND IMPORTANT DISCLOSURES & DISCLAIMERS IN APPENDIX 1 AT THE END OF REPORT.
EVs/Autonomous Driving - Tesla and the auto revolution
Contents

   I.   [EVs] The road to Tesla’s Model 2                        3

   II. [Autonomous driving] Game changer                         12

   III. [Auto market] Momentum to be stronger in 1H than in 2H   24

   [Conclusion] Tesla and the auto revolution                    26

2 | [2022 Outlook] EVs/Autonomous Driving                             Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
Upside to market                                   •   Global electric vehicle (EV) market forecasts have seen steady upward revisions, especially since the outbreak of
                                                       COVID-19, thanks to policy support in major economies and the release of attractive new models.
forecasts
                                                   •   That said, we still view EV penetration forecasts for 2030—30-40% on average—as conservative.
                                                   •   As Tesla-led technological innovation accelerates in 2022, we expect EVs to reach price parity with conventional
                                                       vehicles sometime around 2023, prompting further boosts to forecasts.

 Tesla EV production cost est. (based on standard-range models)                               EV penetration outlook

  (US$)                                                                                       (%)
                              Battery     Non-battery materials/parts     Fixed                                                  Previous           Revised
35,000                                                                                        60

30,000

25,000
                                                                                              40

20,000

15,000

                                                                                              20
10,000

 5,000

      0                                                                                        0
                            2021F                                       2023F                                  2020                         2025F                       2030F
Source: Mirae Asset Securities Research                                                      Source: Mirae Asset Securities Research

3 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
1) Battery innovation:                              •    Since 2021, Tesla’s Model 3 and Model Y manufactured in China have been running on LFP batteries. The
                                                         adoption of LFP batteries has helped the automaker increase sales by lowering production costs/ASP. Beginning
LFP batteries going
                                                         in 2022, the company will also adopt the batteries in models sold in the US, Europe, etc.
global in 2022                                      •    The adoption of LFP batteries should help: 1) lower battery production costs; 2) encourage competition among
                                                         battery suppliers, accelerating cost reductions; and 3) ease battery shortages, which have held back Tesla’s
                                                         efforts to expand production.
                                                    •    LFP battery makers have rapidly expanded capacity recently. Compared to LFP batteries, capacity expansion has
                                                         been limited for ternary lithium batteries due to the small number of producers and technological challenges.

 LFP vs. ternary lithium batteries (standard-range Model Y)                                    CATL: Battery capacity expansion plans

                                                                                              (GWh)
                                           Cell-to-pack                          2170
                                           LFP battery           (ternary cylindrical)        800

Energy density (Wh/kg)                                   125                      161

                                                                                              600

Battery weight/kWh (kg)                                  8.0                       6.2

Battery capacity (kWh)                                    60                       55         400

Battery weight (kg)                                      480                      342

                                                                                              200
Battery costs (US$/kWh)                                  110                      170

Battery pack cost (US$)                             6,600                       9,350           0
                                                                                                        2019         2020        2021F        2022F    2023F      2024F     2025F
Note: Battery costs are our estimates.                                                        Source: Industry data, Mirae Asset Securities Research
Source: Industry data, Mirae Asset Securities Research

4 | [2022 Outlook] EVs/Autonomous Driving                                                                                                              Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
1) Battery innovation:                              •    LFP batteries cannot be used in long-range models and pickup trucks that require larger battery capacities. As
                                                         such, mass production of more powerful 4680 cells is important.
Mass production of
                                                    •    4680 cells enable smaller battery packs, as fewer cells are required per vehicle—only one-fifth the number
4680 cells                                               required by existing 2170 batteries. (Battery packs account for a large share of production costs for cylindrical
                                                         batteries.) The higher energy density of 4680 cells also means that smaller battery capacities are needed. Overall,
                                                         4680 cells will be able to match LFP batteries in terms of cost reductions.
                                                    •    Panasonic recently stated that it had resolved most of the technological issues associated with 4680 battery
                                                         production and would start test production in Mar. 2022. Mass production is expected to begin around 2023 at
                                                         Panasonic and LG Chem.

 No. of battery cells per vehicle (est.)                                                        % of non-cell costs in overall battery pack costs to decline

(No.)                                                                                           (US$/kWh)                                                                                  (%)
5,000                                                                                          180               Cell costs (L)        Non-cell costs (R)        Non-cell/pack costs (R)    40

                                                                                               150
4,000
                                                                                                                                                                                            30

                                                                                               120
3,000

                                                                                                90                                                                                          20

2,000
                                                                                                60

                                                                                                                                                                                            10
1,000
                                                                                                30

     0                                                                                           0                                                                                          0
                            2170                                    4680                                          Cylindrical (2170)                           Pouch-type

Source: Industry data, Mirae Asset Securities Research                                         Source: Cairn Energy Research Advisors, Mirae Asset Securities Research

5 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                   Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
2) Production innovation:                           •   From 2022, Tesla plans to use Giga Press machines to create front underbody castings (in addition to rear
                                                        underbody castings). The EV maker aims to eventually introduce structural battery packs that can be joined with a
Giga Castings
                                                        single-piece front/rear underbody casting.
                                                    •   Single-piece castings (Giga Castings) allow simpler and cheaper underbody production and help reduce fixed
                                                        costs by improving yields.
                                                    •   The use of lightweight aluminum should also help improve driving range and reduce battery costs.

                                                                                               Tesla’s aluminum alloy vs. ultra-high-strength steel: Strength and
 Tesla’s Giga Castings (rear underbody)
                                                                                               body weight comparison

                                                                                              (x, kg)
                                                                                              300                          Ultra-high-strength steel     Tesla’s aluminum alloy

                                                                                              250

                                                                                              200

                                                                                              150

                                                                                              100

                                                                                               50

                                                                                                0
                                                                                                             Strength-to-weight ratio (x)                   Body weight (kg)
Source: Tesla Battery Day, Mirae Asset Securities Research                                   Source: Limiting Factor, Mirae Asset Securities Research

6 | [2022 Outlook] EVs/Autonomous Driving                                                                                                               Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
2) Production innovation:                           •   Structural battery packs are designed to make batteries a structural component of a vehicle, thus reducing
                                                        overall weight and simplifying production processes.
Structural battery packs
                                                    •   With this new battery architecture, Tesla is aiming for a 7% reduction in battery costs and a 10% reduction in
                                                        weight.
                                                    •   Reducing overall vehicle weight helps save costs by creating room to pack more LFP batteries or enabling a
                                                        reduction in battery capacity.

 Existing battery pack vs. structural battery pack                                              Chg. in Tesla’s EV architecture and its effects

                                                                                                             Battery costs                                    7% reduction

                                                                                                                  Range                                    14% improvement

                                                                                                              No. of parts                                  370 fewer parts

                                                                                                                 Weight                                      10% reduction

Source: Tesla Battery Day, Mirae Asset Securities Research                                    Source: Tesla Battery Day, Mirae Asset Securities Research

7 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                  Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
Road to the Model 2                                •   We estimate that Tesla’s technological innovations, if successful, will allow the firm to cut battery costs by roughly
                                                       25% (lighter vehicle weight, less battery consumption) and fixed costs by around 50% (stemming from sales
                                                       volume growth and architecture changes). As such, Tesla may achieve its US$25,000 target price for the Model 2.
                                                   •   Cost competition will likely intensify in the EV industry as the Model 2 moves closer to production. The broader
                                                       adoption of LFP/4680 cells across the industry and increasing sales volumes should allow automakers to enjoy
                                                       economies of scale. Of note, Volkswagen is highly anticipated to introduce its next-generation Scalable Systems
                                                       Platform (SSP) earlier than planned; the new platform is designed to markedly improve production yields.
                                                   •   EVs are forecast to achieve price parity with conventional cars around 2023 (starting with Tesla).

 Tesla EV production cost est. (based on standard-range models)                                Volkswagen SSP: Cost reduction through integration

  (US$)
                              Battery     Non-battery materials/parts     Fixed
35,000

30,000

25,000

20,000

15,000

10,000

 5,000

      0
                            2021F                                       2023F
Source: Mirae Asset Securities Research                                                       Source: Volkswagen, Mirae Asset Securities Research

8 | [2022 Outlook] EVs/Autonomous Driving                                                                                                           Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
Implications:                                     •   Tesla is forecast to sell 1.3-1.4mn units in 2022. However, we see ample room for growth, assuming the Berlin
                                                      and Texas factories go online.
1) Tesla’s sales volume
                                                  •   Notably, sales volume could increase sharply once Tesla begins to roll out LFP battery-powered models in global
growth to surprise to the                             markets, such as the US and Europe. In China, EV sales jumped following the adoption of LFP batteries.
upside                                            •   Over the medium term, Tesla should be able to maintain its competitive edge over rivals. While battery
                                                      technology innovations should gradually spread across the industry, major architectural changes, such as Giga
                                                      Castings, do not seem easy for rivals to adopt due to a lack of alloy technology or equipment/machinery.

 Tesla Giga Shanghai: Sales volume trends                                                    Tesla’s China sales volume (by anode material)

('000 units)                                                                                ('000 units)
                                       Domestic       Exports                                                                     2020      Jan.-Sep. 2021
60                                                                                          120

                                                                                            100
50

                                                                                             80
40

                                                                                             60
30

                                                                                             40
20

                                                                                             20
10

                                                                                              0
                                                                                                           Model 3             Model Y          Model 3            Model Y
 0
       1/21                  4/21                 7/21              10/21                                            NCM                                     LFP
Source: CPCA, Mirae Asset Securities Research                                              Source: Tesla, Mirae Asset Securities Research

9 | [2022 Outlook] EVs/Autonomous Driving                                                                                                         Mirae Asset Securities Research
EVs/Autonomous Driving - Tesla and the auto revolution
I. [EVs] The road to Tesla’s Model 2
Implications:                                     •    As cost competition intensifies, automakers may cut prices to compete against Tesla, delaying EV profitability.
2) Profitability to vary                          •    Also, profitability could vary widely among automakers, depending on their scale, dedicated platforms, etc.

across automakers                                 •    Accordingly, companies may deploy various strategies in an effort to secure cost competitiveness, sharing EV
                                                       platforms (Volkswagen and Ford) and/or outsourcing components production or part of manufacturing.

 Volkswagen vs. Toyota: 2019 sales volumes and 2030 EV sales targets                          Volkswagen and Ford share MEB platform

('000 units)
                                  2019 sales volume        2030 EV sales target
12,000

10,000

 8,000

 6,000

 4,000

 2,000

     0
                        Volkswagen                                  Toyota

Note: Volkswagen targeting 50% EV share in 2030 sales; Toyota targeting over 1mn EV sales    Source: Ford, Mirae Asset Securities Research
Source: Volkswagen, Toyota, Mirae Asset Securities Research

10 | [2022 Outlook] EVs/Autonomous Driving                                                                                                   Mirae Asset Securities Research
I. [EVs] The road to Tesla’s Model 2
Implications:                                      •   The EV supply chain has seen valuations steadily expand alongside end-market growth. We expect EV stocks’
                                                       multiple premiums to widen around 2023 as market forecasts are further revised upward.
3) Multiple expansion
                                                   •   Meanwhile, lithium supply will likely tighten further, driven by faster-than-expected demand growth and wider
and lithium supply                                     adoption of LFP batteries. Supply growth will be limited over the next two to three years, due to limited new
crunch                                                 investments amid plummeting prices in 2018-20. Furthermore, LFP batteries require more lithium per kWh than
                                                       ternary lithium batteries due to their lower energy density.

 Lithium price trends                                                                        Lithium supply/demand growth outlook

(US$/tonne)                                                                                 (%)
30,000                                                                                      100                                 Demand growth        Supply growth

                                                                                             80

20,000
                                                                                             60

                                                                                             40
10,000

                                                                                             20

      0                                                                                        0
          12            14             16              18         20         22                             21F                   22F                    23F               24F
Source: Korea Resources Corp., Mirae Asset Securities Research                              Source: Industry data, Mirae Asset Securities Research

11 | [2022 Outlook] EVs/Autonomous Driving                                                                                                               Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Autonomous driving                                   •   We view autonomous driving software as a game changer for the auto industry. Indeed, we think software
                                                         competitiveness (rather than EV hardware) will be the key re-rating driver for auto stocks, as we see greater
software to be a game
                                                         upside (in terms of profit growth and multiple expansion) in automotive software than in EV manufacturing. Also,
changer                                                  the widening technological gaps among industry players could bring major changes to the competitive
                                                         landscape.
                                                     •   We expect the auto industry to undergo a transformation like the one brought about by smartphones. As mobile
                                                         phones evolved from simple calling devices to handheld computers, the mobile device industry’s profits
                                                         expanded sharply. Subsequently, multiples expanded as software services began to contribute to profits.
                                                     •   Nokia (no. 1 feature phone vendor) had a market cap of W175tr in 2007. In 2020, Apple’s exceeded W2,000tr.

 Nokia vs. Apple: Market cap comparison                                                         Apple: Services revenue contribution and P/B

(US$bn)                                                                                        (%)                                                                               (x)
2,500                                                                                          25             Contribution of services revenue (L)                               40
                                                                                                              P/B (R)

2,000                                                                                          20
                                                                                                                                                                                 30

1,500
                                                                                               15

                                          13x                                                                                                                                    20
1,000
                                                                                               10

  500                                                                                                                                                                            10
                                                                                                5

    0
                     Nokia (38% M/S)                           Apple (14% M/S)
                                                                                                0                                                                                0
                           2007                                     2020                              11      12        13     14       15      16   17    18      19     20

Source: Bloomberg, Mirae Asset Securities Research                                            Source: Bloomberg, Mirae Asset Securities Research

12 | [2022 Outlook] EVs/Autonomous Driving                                                                                                           Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Level 2+ autonomous                          •   As cars evolve into computers on wheels, the industry’s profits and valuation multiples are likely to expand
                                                 sharply. Tesla is leading this evolution, with Level 2+ autonomy expected to play a pivotal role.
driving
                                             •   Tesla’s Level 2+ subscription service (US$199/month) still requires the driver to monitor the vehicle at all times,
                                                 but it helps reduce fatigue and improve safety. Its benefits will become even greater once urban autonomous
                                                 driving becomes commercially available.
                                             •   Assuming 40% of vehicles adopt Level 2+ subscription services globally over the medium term, the auto industry’s
                                                 profits and market cap are estimated to grow 4x and more than 20x, respectively.

 Tesla: Breakdown of software-based service business                                     Level 2+ subscription service market size and market cap estimates

                                                                                         Category                                         Units             Estimates
Category             Notes
                                                                                                              Annual sales               mn units                   97
                                                                                                              ASP                        US$‘000                    25
Autonomous
                     Level 2+ Full Self-Driving (FSD) option (US$10,000)                                      Annual market size          US$bn                  2,425
driving
                                                                                         Conventional
                                                                                                              Avg. OP margin                %                          6
                                                                                         vehicles/EVs
                                                                                                              Avg. OP                     US$bn                    146
                     Infotainment upgrade (US$2,500)
Infotainment                                                                                                  P/S                            x                      0.5
                     Premium connectivity (US$1,000)
                                                                                                              Market cap                  US$bn                  1,213
                                                                                                              No. of vehicles in
                                                                                                                                         mn units                1,500
Performance                                                                                                   operation globally
                     Acceleration boost (US$2,000)
upgrade
                                                                                                              Subscription service
                                                                                                                                            %                       40
                                                                                                              penetration
Insurance            Launched in California; further expansion likely                    Level 2+             Annual fee                 US$/unit                2,388
                                                                                         subscription
                                                                                         service              Annual revenue              US$bn                  1,433
Robotaxi             Ride-hailing service (scheduled to launch)
                                                                                                              OP margin                     %                       40
Platform             Platform service operating on in-house-developed OS                                      OP                          US$bn                    573
                                                                                                              P/S                            x                    20.0
Other                Charging, maintenance, gaming, etc.
                                                                                                              Market cap                  US$bn                 28,656

Source: Mirae Asset Securities Research                                                 Source: Mirae Asset Securities Research

13 | [2022 Outlook] EVs/Autonomous Driving                                                                                               Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Market size forecasts                     •   In addition to the Level 2+ subscription service, Tesla offers various software-based services, including premium
                                              connectivity, acceleration boost, and insurance. Once autonomous driving technology reaches Level 5, the firm’s
                                              robotaxi and automotive OS-based platform services will also gain ground.
                                          •   Volkswagen projects its auto revenue to grow to EUR5tr in 2030 (from EUR2tr in 2020), with software contributing
                                              EUR1.2tr.

 Medium/long-term robotaxi market forecasts                                          Volkswagen: Auto market outlook

                                                Units                   Est.

 No. of vehicles in operation globally        mn units                1,000

 Adoption rate                                    %                      40

 No. of robotaxis in operation                mn units                  400

 Annual revenue per vehicle                      US$                 10,512

 Annual miles driven                            Miles                35,040

 Utilization                                      %                      20

 Distance/hour                                  Miles                    20

 Revenue per mile                                US$                    0.30

 Annual revenue                                US$bn                  4,205

 OP margin                                        %                      30

 OP                                            US$bn                  1,261

Source: Mirae Asset Securities Research                                             Source: Volkswagen, Mirae Asset Securities Research

14 | [2022 Outlook] EVs/Autonomous Driving                                                                                                Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Competitiveness gap to                          •      The shift from hardware to software in the auto industry should widen the competitiveness gap among players.
widen                                           •      The proliferation of smartphones led to significant advances in hardware and software technologies.
                                                •      Of note, key software (including OS) segments came to be dominated by just two players, Apple and Google, due
                                                       to technological barriers and network effects. The two firms reap an outsized share of smartphone profits.
                                                •      As for smartphone hardware suppliers, Samsung Electronics (SEC) gained market share and profits thanks to its
                                                       partnership with Google. However, Nokia and Motorola lost ground as they wasted time trying to develop their
                                                       own OS.

 Cell phone (hardware) M/S trends after smartphone revolution                                Smartphone OS M/S breakdown (2020)

(%)
40                   Apple          SEC        Nokia          LGE        Motorola
                                                                                                                iOS, 15.9%

30

20

10

                                                                                                                                                    Android,
                                                                                                                                                     84.1%

 0
      05              07               09              11           13              15
Source: IDC, Mirae Asset Securities Research                                                Source: IDC, Mirae Asset Securities Research

15 | [2022 Outlook] EVs/Autonomous Driving                                                                                                 Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Competitiveness gap to                  •     In order to generate software-based revenue, automakers need to work on developing more centralized
                                              architectures (allowing centralized vehicle control/operations) via integrated OS, the consolidation of
widen
                                              engine control units (ECUs), etc.
                                        •     Going forward, we expect technological difficulty and funding needs to increase sharply (no. of code lines to
                                              jump from 100mn to more than 500mn).
                                        •     Volkswagen channeled significant human/financial resources into building a partially integrated architecture
                                              (VW.OS 1.1), but software issues caused problems in early mass production. The firm plans to invest W30tr to
                                              strengthen its software competitiveness.

                                             Electrical/electronic architecture evolution

                                        Source: Yole, Mirae Asset Securities Research

16 | [2022 Outlook] EVs/Autonomous Driving                                                                                          Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Competitiveness gap to                               •   Given automakers’ lack of experience in software development, it remains to be seen how successful they will be
                                                         in securing advanced software technology. In the case of smartphones, companies decided to partner with tech
widen                                                    firms in light of technological difficulties, long development times, and the importance of network effects.
                                                     •   Furthermore, not all automakers have the means (both financial and technological) to develop their own
                                                         software. Indeed, companies selling a small number of cars will not be able to enjoy scale and network effects.
                                                         For these reasons, some will likely choose to partner with tech firms (as Daimler did with Nvidia).
                                                     •   Given the time required for software development, we think strategic decisions that will be made over the next
                                                         couple of years could significantly affect competitive dynamics over the medium/long term. We also believe the
                                                         automotive software market will be more oligopolistic and create add more value than the hardware market.

 Daimler to launch centralized architecture (2024) in partnership
                                                                                                Nvidia: Automotive pipeline
 with Nvidia

Source: Bloomberg, Mirae Asset Securities Research                                             Source: Nvidia, Mirae Asset Securities Research

17 | [2022 Outlook] EVs/Autonomous Driving                                                                                                       Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Competition to intensify                            •   With the introduction of Dojo (Tesla’s AI training supercomputer) in 2022, autonomous driving will likely capture
                                                        increased attention due to rapidly advancing technology.
                                                    •   Dojo is designed to facilitate the development of self-driving technology. With Dojo, the speed of learning will be
                                                        several times faster than that achieved by rivals relying on existing supercomputers.
                                                    •   At Level 2 autonomy (self-driving under limited conditions, such as highways), Tesla’s technological advantages
                                                        do not stand out much. Once autonomous driving in urban environments becomes available, however, the
                                                        adoption of self-driving subscription services—and the consumer preference for Tesla—should rise sharply,
                                                        further strengthening the automaker’s earnings performance and competitiveness over the medium/long term.

 Training tiles of Dojo                                                                         Dojo road map

Source: Tesla AI Day, Mirae Asset Securities Research                                         Source: Tesla AI Day, Mirae Asset Securities Research

18 | [2022 Outlook] EVs/Autonomous Driving                                                                                                            Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Competition to intensify                          •   Tech giants such as Apple are expected to make inroads into autonomous driving, given: 1) their strength in
                                                      software; and 2) the market’s huge upside.
                                                  •   As deep learning helps advance autonomous driving technology, securing real driving data is becoming
                                                      increasingly important. Moreover, securing an early lead in the market is also crucial due to network effects. As
                                                      such, we think tech firms need to make haste in their push into autonomous driving.

 Key to deep learning lies in data quality                                                    Bloomberg report on the Apple Car

Source: Sumo Logic, Mirae Asset Securities Research                                         Source: Bloomberg, Mirae Asset Securities Research

19 | [2022 Outlook] EVs/Autonomous Driving                                                                                                       Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Competition to intensify                          •   The overall performance of autonomous driving is improving with advances in AI technology and computing
                                                      power.
                                                  •   In 2021, Mobileye disclosed footage of its test vehicles navigating New York City streets using only cameras,
                                                      showing significant improvements in performance. GM Cruise’s robotaxis have also reported major progress in
                                                      performance. Indeed, increasingly sophisticated deep learning algorithms and computer performance upgrades
                                                      are facilitating advancements in self-driving technology.
                                                  •   Accordingly, we expect to see autonomous commercial vehicles in 2022-23, with some limitations (Level 3
                                                      autonomy under certain conditions only; Level 2 with more sophisticated functions).

 Nvidia: Performance of autonomous vehicle platforms                                        Commercial operation plans for autonomous vehicles (2022-23)

                                                                                           Company             Plans

                                                                                           GM                  Commercial robotaxis in San Francisco (2022): Five
                                                                                           Cruise              robotaxis between 10pm and 6am at speeds of up to
                                                                                                               48km/h

                                                                                           Google              Level 4 robotaxi business in Arizona since 2018;
                                                                                           Waymo               commercial operation of driver-supported robotaxis in
                                                                                                               San Francisco (2022)

                                                                                                               Driverless commercial robotaxis in Las Vegas in 2023, in
                                                                                           Motional
                                                                                                               partnership with Lyft (pilot operation to expand in 2H22)

                                                                                                               Aurora Horizon (2023), a truck subscription service;
                                                                                           Aurora              Aurora Connect (2024), a subscription-based ride-hailing
                                                                                                               service

Source: Sumo Logic, Mirae Asset Securities Research                                        Source: Press reports, Mirae Asset Securities Research

20 | [2022 Outlook] EVs/Autonomous Driving                                                                                                          Mirae Asset Securities Research
II. [Autonomous driving] Game changer
                                                 •   Addressing edge cases is essential to the validation of autonomous driving technology. Deep learning algorithms
Tesla’s competitive                                  are used to train AI to handle edge cases.
advantages                                       •   Tesla collects vast quantities of real-world driving data from its fleet of camera-equipped vehicles and uses the
                                                     data to train its autonomous driving AI. For this process, it is essential to accumulate large quantities of quality
                                                     data, design AI neural networks that can accurately handle such large amounts of data, and improve AI-training
                                                     supercomputer performance.
                                                 •   Key factors differentiating Tesla from rivals include scalability (thanks to the relatively low cost of its camera-
                                                     based autonomous driving system) and vertical integration across hardware (EVs) and software (AI training).
                                                     Notably, the Dojo supercomputer (set to be operational in 2022) should markedly speed up the training of AI.

 Tesla’s autonomous driving AI                                                                Tesla’s AI neural network architecture that processes driving data

Source: Tesla, Mirae Asset Securities Research                                               Source: Tesla, Mirae Asset Securities Research

21 | [2022 Outlook] EVs/Autonomous Driving                                                                                                    Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Implications:                                        •   Just as the rise of smartphones drove dramatic profit/valuation re-ratings in the mobile phone sector, we expect
                                                         the auto industry’s shift to software (e.g., autonomous driving) to drive up profit potential and multiples across
1) Tesla’s valuation
                                                         the sector.
                                                     •   In the automotive software market, high technological requirements, robust data collection/processing
                                                         capabilities, and network effects could give rise to a winner-takes-most scenario.
                                                     •   Tesla has been leading the industry’s transition and should maintain its competitive advantage over the medium
                                                         term, justifying its lofty valuation. We see further upside to its valuation, depending on how much and how
                                                         quickly autonomous driving technology advances.

 Earnings and valuation comparison: Nokia vs. Apple                                              Tesla’s autonomous driving business value projections (2030F)

(US$bn)                                                                              (x)
                                                                                                                                            Base case            Bear case          Bull case
300                     Revenue (L)                  GP (L)            P/S (R)       10

                                                                                                Cumulative sales (‘000 units)                   61,010                61,010            61,010

                                                                                     8
                                                                                                Adoption (%)                                          60                    30                 100

200                                                                                             FSD price (US$)                                 25,000                15,000            35,000
                                                                                     6
                                                                                                Monthly subscription
                                                                                                (depreciated over eight-                            260                   156                  365
                                                                                                year period, US$)
                                                                                     4
                                                                                                Revenue (US$bn)                                     114                     34                 267
100
                                                                                                P/S (x)                                               20                    20                  20
                                                                                     2
                                                                                                Value (US$bn)                                     2,288                   686             5,338

  0                                                                                  0          Present value (US$bn)                             1,182                   355             2,759
                2007 Nokia (38% M/S)                      2020 Apple (14% M/S)
                                                                                               Note: Discount rate of 8.6% was derived by applying risk-free rate of 1.1%, beta of 1.6x, and
Source: Bloomberg, Mirae Asset Securities Research                                             expected market return of 5.7%
                                                                                               Source: Mirae Asset Securities Research

22 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                   Mirae Asset Securities Research
II. [Autonomous driving] Game changer
Implications:                                     •   New players find it relatively easy to enter the EV market thanks to the low barriers to entry. Of note, EV start-ups
                                                      are more agile than legacy automakers in responding to consumer needs and gaining market share. Recently,
2) Start-ups vs. Tesla
                                                      Rivian and Lucid have delivered robust share performances thanks to their compelling product features.
                                                  •   Although EV start-ups are likely to grab a certain share of the market from legacy automakers, we think that
                                                      software competitiveness will assume greater importance than EV manufacturing in the medium term. In
                                                      particular, Tesla’s accumulated driving data and superior software technology will make it difficult for
                                                      competitors to catch up in the near future. As such, we prefer Tesla over EV start-ups.

 2023F sales volume and market cap by EV maker                                                   Tesla: Est. market cap breakdown by business unit (12-month forward)

                                Market           2023 sales                 Market cap/
Company                            cap              volume                 sales volume                              Services (other)
                               (US$bn)          (‘000 units)            (‘000 US$/units)                                   11%                         Hardware
                                                                                                                                                         17%
Tesla (total)                      1,114               2,300                              484

Tesla
                                     446               2,300                              194
(only hardware)

NIO                                    73                 300                             243

XPeng                                  44                 400                             110

Li Auto                                33                 300                             109
                                                                                                                                      Services
                                                                                                                                    (autonomous
Rivian                               107                  200                             534                                          driving)
                                                                                                                                        72%

Lucid                                  86                  90                             959

Note: Based on the assumption that hardware accounts for 40% of Tesla’s corporate value         Source: Mirae Asset Securities Research
Source: Sumo Logic, Mirae Asset Securities Research

23 | [2022 Outlook] EVs/Autonomous Driving                                                                                                        Mirae Asset Securities Research
III. [Auto market] Momentum to be stronger in 1H than in 2H
Surge in demand vs.                                  •   In 2021, global auto demand has rebounded more sharply than expected, as high consumer savings (following
                                                         the pandemic-driven contraction in spending on services, such as travel) have supported spending on durable
limited supply
                                                         goods, including cars. Meanwhile, production has not kept up amid chip shortages, leaving supply/demand tight.
                                                     •   Despite increased fixed costs arising from lower utilization, automakers have defended margins by expanding
                                                         the revenue mix of high-end segments and cutting sales incentives.
                                                     •   We expect auto demand to remain solid in 2022, as: 1) global demand is still lower than normal; and 2)
                                                         inventories remain significantly low due to supply disruptions in 2021 (supply failing to meet demand by 7-8%).

 US consumer expenditure by category                                                            US avg. new car price and incentives

(1/00=100)                                                                                     (US$)                                                                                  (US$)
280               Total         Durable goods            Nondurable goods      Services        45,000               Avg. new vehicle transaction price (L)                            6,000
                                                                                                                    Avg. incentive/unit (R)

                                                                                                                                                                                      5,000
                                                                                                42,000
240

                                                                                                                                                                                      4,000
                                                                                                39,000

200                                                                                                                                                                                   3,000

                                                                                                36,000
                                                                                                                                                                                      2,000

160
                                                                                                33,000
                                                                                                                                                                                      1,000

120                                                                                             30,000                                                                                0
      19                           20                           21                                       19                        20                         21
Source: Bloomberg, Mirae Asset Securities Research                                             Source: JD Power, Mirae Asset Securities Research

24 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                   Mirae Asset Securities Research
III. [Auto market] Momentum to be stronger in 1H than in 2H
2022F momentum:                                    •        Auto market to be solid in 1H22 and weaken in 2H22: In the event the pandemic eases toward the middle of 2022,
                                                            we expect consumption to shift from durables to services in 2H. We also anticipate increased supply with the
Stronger in 1H than in 2H
                                                            operation of new capacity by chipmakers.
                                                   •        We expect the stocks of domestic automakers to be range-bound, given: 1) elevated earnings expectations; and 2)
                                                            the dissipation of momentum from new model releases. Accordingly, we think medium/long-term strategies and
                                                            multiple expansion are needed in order to see meaningful share price growth.
                                                   •        Risks: An earlier-than-expected Fed rate hike could lead to a slowdown in emerging market auto demand.

 HMC: 12-month forward EPS and adj. share price                                                   US money supply (M1) and inflation trends

 (W)                                                                                 (W)         (US$tr)                                                                         (%, YoY)
40,000                         12FM EPS (L)             Adj. share price (R)        300,000      25                        US M1 (L)          US PPI (R)          US CPI (R)           10

                                                                                                                                                                                       8
                                                                                                 20
30,000
                                                                                                                                                                                       6
                                                                                    200,000
                                                                                                 15
                                                                                                                                                                                       4
20,000
                                                                                                                                                                                       2
                                                                                                 10
                                                                                    100,000
                                                                                                                                                                                       0
10,000
                                                                                                  5
                                                                                                                                                                                       -2

      0                                                                             0             0                                                                                    -4
          06      08      10       12         14       16       18      20     22                     17              18               19             20             21
Source: Mirae Asset Securities Research                                                          Source: Bloomberg, Mirae Asset Securities Research

25 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                 Mirae Asset Securities Research
[Conclusion] Tesla and the auto revolution

                        • Cell phones evolve from calling devices to handheld computers
    2007                • Hardware/software sophistication leads to higher revenue/profits;              2020
 Nokia                                                                                             Apple
                          software-based service revenue leads to multiple expansion
                        • Technological difficulty and network effects  rising profit share for
                          no. 1 player

                        • Cars evolving from a mode of transportation to computers on wheels
                        • Hardware/software sophistication to lead to higher revenue/profits
   2021                                                                                                  2030
                        • Software-based service revenue (self-driving) to lead to multiple

 Auto                     expansion
                        • Technological difficulty and network effects  rising profit share for
                                                                                                   Auto 2.0
market                    no. 1 player

 26 | [2022 Outlook] EVs/Autonomous Driving                                                        Mirae Asset Securities Research
APPENDIX 1
Important disclosures and disclaimers

Disclosures
As of the publication date, Mirae Asset Securities Co., Ltd. and/or its affiliates do not have any special interest with the subject company and do not own 1% or more of the subject company's shares outstanding.

Analyst certification
The research analysts who prepared this report (the “Analysts”) are registered with the Korea Financial Investment Association and are subject to Korean securities regulations. They are neither registered as research analysts in any other jurisdiction nor subject to the laws or
regulations thereof. Each Analyst responsible for the preparation of this report certifies that (i) all views expressed in this report accurately reflect the personal views of the Analyst about any and all of the issuers and securities named in this report and (ii) no part of the
compensation of the Analyst was, is, or will be directly or indirectly related to the specific recommendations or views contained in this report. Mirae Asset Daewoo Co., Ltd. (“Mirae Asset Securities”) policy prohibits its Analysts and members of their households from owning
securities of any company in the Analyst’s area of coverage, and the Analysts do not serve as an officer, director, or advisory board member of the subject companies. Except as otherwise specified herein, the Analysts have not received any compensation or any other benefits
from the subject companies in the past 12 months and have not been promised the same in connection with this report. Like all employees of Mirae Asset Securities, the Analysts receive compensation that is determined by overall firm profitability, which includes revenues
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or Mirae Asset Securities except as otherwise stated herein.

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27 | [2022 Outlook] EVs/Autonomous Driving                                                                                                                                                                                                  Mirae Asset Securities Research
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28 | [2022 Outlook] EVs/Autonomous Driving                                                                                     Mirae Asset Securities Research
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