Sam Korus Profile picture
Aug 27, 2019 15 tweets 4 min read Read on X
1/ I recently tweeted about Wright’s Law and how Tesla should be able to lower Model 3 production costs by ~23% in roughly 1.5 years. @WallStCynic brought up a few points that will help people understand the robustness of Wright’s Law

Thread...
2/ A quick recap, Wright’s Law states that for every cumulative doubling of production, costs fall by a certain percent. The Model 3 appears to be on an 85% learning curve, which means a 15% cost decline for every cumulative doubling of production.
3/ There have been ~275,000 Model 3s produced through Q2 2019. Applying Wright’s Law means costs should fall by over 23% once another 600,000 Model 3s are made, which should happen by the end of 2020.
4/ Tesla’s costs can fall so quickly because it has a relatively small production base. It’s easier and quicker to cumulatively double 275k than hundreds of millions.
5/ Questions raised:
-Does Wright’s Law apply to cars that have been produced tens to hundreds of millions of times?
-If it does, why doesn’t the Toyota Corolla (44 million produced) have 60-80% gross margins?
-What metric should you measure with Wright’s Law?
6/ An 85% learning curve isn’t novel to Tesla. Other researchers have demonstrated that the Model T from 1909-1923 was on an 85% learning curve.

Pushback: The Model T benefitted from the intro of the moving production line, so those cost declines aren’t sustainable.
7/ Forget the Model T, let’s look at Ford’s auto production from year 1. In 1903 Ford made ~2,000 Model A, which cost ~$23,000 in today’s dollars. In 2012 Ford made its 350,000,000th car. If Wright’s Law held true, then Ford should be able to make a Model A today for ~$1,500.
8/ The OG Model A had 8hp and a top speed of ~30mph. Ford doesn’t sell an 8hp car today, but look no further than the Tata Nano or Mahindra’s rickshaw, which is ~8hp, a similar weight to the Model A, and costs ~$2,100 to recognize costs have fallen in line with Wright’s Law.
8/ WRT gross margin, Wright’s Law forecasts cost to produce, not sale price. If people were still willing to pay $23,000 for an 8hp car, then Ford could very well have 90%+ margins, but the market demands better products rather than indefinite cost declines for the same item.
9/ The cars we drive today are far superior to the Model A. We enjoy features like airbags, power steering, antilock braking, radio, air conditioning, and driving >30 mph. Wright’s Law still applies, but the metric being measured needs to capture improvements in performance.
10/ A way to do that in the auto industry is to look at cost per hp. In 1903 it cost Ford ~$3,000/hp to make the Model A. Wright’s Law suggests it should have cost Ford ~$167/hp in 2012 when it made its 350,000,000th car. The average $/hp of Ford’s sedans in 2012 was ~$135/hp
11/ Back to the questions:
Does Wright’s Law apply to cars that have been produced tens to hundreds of millions of times?

Yes! It applies to the entire auto industry.
12/ If it does, why doesn’t the Toyota Corolla (44 million produced) have 60-80% gross margins?

In a word, competition. There are super cheap 8hp cars, but everyone can make them so no pricing power. Competition also led to OEMs adding features w/o raising price.
13/ What metric should you measure with Wright’s Law?

Over long periods of time, measuring something that captures performance improvements provides the most useful data.
14/ Wrapping it all up:

To think Tesla can’t significantly lower production cost of the Model 3 is to ignore the entire history of the auto industry.

(Could do a whole separate thread on Tesla's competitive advantage in the EV space & what that could mean for profitability.)

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More from @skorusARK

Mar 20
1/Here's a thread to send to people when they quote the media saying there is an EV slowdown. Add your comments/takes so it can be a useful resource.

Why is the media claiming an EV slowdown?
It's a case of missing the forrest for the trees.
2/Year over year EV sales growth is decelerating.
113% in 2021
59% in 2022
28% in 2023
That's the trees. It's the wrong thing to look at.

What should you look at? Image
3/Market share! Gas vehicle sales peaked in 2017.
And you know what happens with an adoption curve? Image
Read 7 tweets
Feb 6, 2023
1/A lot of people talking energy storage/megapack so here is a quick thread for those wanting to follow along/if you want to contribute:

ARK's 2019 analysis sizing the energy storage market at $800 billion, but bigger if battery prices go below $150/kWh ark-invest.com/articles/analy…
2/Another good resource to look at is Lazard's levelized cost of storage: lazard.com/media/451882/l…

It has their key assumptions:
3/Battery prices are becoming easier to pin down, but with large stationary projects it's important to look at the balance of system costs.

An old McKinsey piece has a dated look at that breakdown:
Read 6 tweets
Sep 14, 2022
1/Do we live in a linear world?

This is global battery electric vehicle sales.

The question is where do we go from here?
2/You can fit a diffusion curve to EV adoption quite well:
3/That diffusion curve suggests roughly 59 million EVs sold globally in 2027, which is in line with ARK's expectations.

A linear forecast of the past few years suggests ~21 million EVs sold globally and is in line with some other EV forecasts.
Read 4 tweets
Jul 29, 2022
1/@VitalikButerin Would love to discuss and share our modeling.

It ultimately comes down to a different business model and lower/negative electricity prices.
2/One instructive analogy could be a Hollywood Studio vs Amazon Prime.

Hollywood studio needs hits b/c that's its whole business. Looks at Amazon Prime spending as irrational on cost per viewership. But Prime is part of a suite of services.
3/If Prime video content attracts and retains marginal customers across its entire suite of services, which extend far beyond video streaming, then Amazon’s content spend—seemingly unprofitable from a Hollywood mogul’s perspective—is entirely rational.
Read 4 tweets
Feb 7, 2022
1/What is current demand for vehicles?

The University of Michigan Consumer Sentiment Survey asks: Do you think the next 12 months or so will be a good time or a bad time to buy a new vehicle?

More people than ever said "Bad Time" going all the way back to 1961.
2/But automakers claim demand is strong and point to low inventory on dealer lots.

But is inventory on dealer lots? How much inventory is in people's driveways after buying a car to avoid public transport during COVID?
3/As semiconductors arrive, can selling a low number of cars quickly be linearly extrapolated to selling a high number of cars quickly?

There is also a shift in consumer preference towards electric vehicles. Will the incremental buyer want a gas-powered vehicle or an EV?
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Jan 21, 2022
1/2021 battery electric vehicle(BEV) thread with data from ev-volumes

The BEV market grew 112% yoy. It hasn't grown this quickly since 2012, which is pretty much the start of the modern BEV era

and it looks clear that incremental demand is for electric not gas powered vehicles.
2/There were roughly 4.8 million BEVs sold in 2021.
3/Micomobility is making its mark on the industry. The Wuling Mini EV went from selling ~123,000 units in 2020 to ~439,000 units in 2021.
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