Lookback · August 2017

What happened to the all-EV future?

Battery costs fell. Electric-vehicle sales grew. The all-EV future did not arrive.

In 2017 the loud forecast was simple: batteries keep collapsing, EVs take the fleet, oil demand falls. We thought the cost curve would slow as it hit materials, that cheap cars would electrify last, and that the oil market was much larger than the gasoline barrel.

2017 market narrative
Elon Musk · July 2017
>50%
of new U.S. vehicle production electric within 10 years.
National Governors Association · 15 July 2017.
2017 market narrative
The battery-cost curve was the foundation.
The investable claim was continued exponential improvement, not merely cheaper batteries.
BNEF · 2017 forecast for 2030
$73/kWh
From about $273/kWh in 2016.
Tony Seba · exponential path
≈$30/kWh
Roughly $30–35/kWh by 2030, after about $50/kWh by 2027.
The difference mattered. BNEF already expected another decline of more than 70%. Seba's disruption framework went much further and treated continued exponential cost improvement as the engine of rapid adoption.
2017 market narrative
8 mb/d
That cost curve became an oil-demand forecast.
54% of new car sales by 2040. About 8 million barrels a day of transport fuel gone.
Colin McKerracher · BNEF · July 2017
“This is economics, pure and simple economics.”
BloombergNEF Electric Vehicle Outlook 2017. Lithium-ion prices “sooner and faster than most other people expect.” 8 mb/d of oil displaced by 2040.
2017 · IEA scenarios
73 mb/d
IEA Sustainable Development Scenario
2040 oil demand. Peak, then decline. EV stock approaching 875 million.
2017 · IEA scenarios
The goals-based pathway put oil demand at about 73 million barrels a day by 2040.
Sustainable Development Scenario · World Energy Outlook 2017.
2017–2020 market backdrop
Institutional capital was moving with the rapid-transition thesis.
Investors were divesting oil and gas while recycling capital into the continued exponential improvements forecasted in cleantech.
Recurrent Research chart: number of fossil-fuel divestment announcements per year, updated May 2026
The movement accelerated through 2020. Source: divestmentdatabase.org · Recurrent Research · updated May 2026.
2017 forecast · Recurrent
In 2017, we took a radically different view of the EV transition.
EVs would grow and batteries would get cheaper. Continued exponential cost declines, an all-EV sales mix and rapid oil-demand destruction were a different matter.
From Gasoline to the Grid · 2017

EV adoption was not the investment conclusion.

Materials, cheap-car economics, fleet uptime, and the rest of the barrel.

2017 report cover
00 / Remember 2017?

The market was debating how fast EVs would grow — and what that meant for oil.

2017 market narrative

In 2017, the claim was that EV cost declines were becoming exponential, and this would translate into exponential market share gains.

Elon Musk forecast that more than half of new U.S. vehicle production would be electric inside a decade.

2017 market narrative

Continued exponential battery-cost declines were the foundation.

BNEF saw battery costs falling from about $273/kWh in 2016 to roughly $73/kWh by 2030. Tony Seba went much further: roughly $50/kWh by 2027 and $30–35/kWh by 2030. Musk saw those economics translating into more than half of new U.S. vehicle production becoming electric within a decade.

2017 market narrative

That became an oil-demand forecast.

BNEF’s 2017 outlook did not stop at market share. It put a barrel figure on the page: EVs taking 54% of new sales and knocking out about 8 million barrels a day of transport fuel by 2040.

2017 · IEA scenarios

IEA's Sustainable Development Scenario (SDS) held that oil's demand peak was already here, and the future was one long decline.

The goals-based case put oil demand at about 73 mb/d by 2040, with an EV stock approaching 875 million.

2017–2020 market backdrop

Capital was moving with the transition narrative.

Institutional investors were moving to divest oil and gas, reflecting a rapid transition. Meanwhile, capital was being recycled into the "continued exponential improvements" forecasted in cleantech.

2017 forecast · Recurrent

In 2017, we took a radically different view of the EV transition.

We expected EVs to grow and batteries to get cheaper. We did not expect an all-EV sales mix, and we did not expect the oil market to shrink.

Battery manufacturing could keep improving, but raw materials would not follow the same exponential curve. The battery would stay expensive in a cheap car. Charging time would punish any vehicle that had to earn its keep. Most of the oil barrel did not live in a passenger tank.

2017 forecast · Recurrent
Raw material costs stood in the way of continued exponential progress.
But nobody in Silicon Valley had ever looked at raw material value chains before. Our 2017 forecast had a different shape: costs would keep falling, but the decline would slow as materials became a larger share of the battery.
2017 report · p.13
Battery manufacturing could keep getting cheaper. Raw-material costs could not follow the same curve.
As manufacturing costs fell, raw materials became a larger share of what remained. The 2017 model glided toward roughly $90/kWh by 2030.
2017 report · p.13
What happened · 2026
$99 → $90
2025 BEV batteries, still near the gradual cost path we forecast in 2017: roughly $90/kWh by 2030, not a break toward $30.
What happened · 2025 batteries
$99/kWh
BloombergNEF 2025 survey.
2017 forecast · 2030
$90/kWh
The level the 2017 model glided toward — not a 2025 target.
Lithium prices fell hard when EV demand undershot the exponential case. That did not produce a break toward $25–$30/kWh. Battery manufacturing kept getting cheaper. The materials floor held. The battery is still expensive.
01 / Battery Costs

The cost curve slowed as the battery became a raw-material problem.

2017 forecast · Recurrent

Raw material costs stood in the way of continued exponential progress - but nobody in Silicon Valley had ever looked at raw material value chains before.

Our 2017 forecast had a different shape. Battery costs would keep falling, but the rate of decline would slow as raw materials became a larger share of the battery. We modeled a gradual glide toward roughly $90/kWh by 2030.

What happened · 2026

We forecast a gradual decline in battery costs, not an exponential collapse.

Our 2017 forecast was not a 2025 price target. We modeled battery costs declining gradually toward roughly $90/kWh by 2030 as manufacturing gains slowed and raw materials became a larger share of the cost.

BloombergNEF’s 2025 survey put BEV batteries at $99/kWh. That is still close to the gradual path we forecast. There was no exponential break toward $30 — even after lithium prices collapsed.

Batteries stayed expensive. As we forecasted in 2017, that cost was easiest to hide inside a higher-priced vehicle.

Recurrent 2017 EV report page 16 — operating costs per mile across vehicle price points
2017 report · p.16
2017 model · cost per mile by 2017 MSRP
02 / The $10,000 Battery

The battery was easiest to hide in an expensive car.

Our 2017 model split the market into economy cars below $30,000, mid-priced cars from $30,000–$60,000, and luxury cars above $60,000. The same battery produced very different economics across those price points.

2017 forecast · Recurrent

We modeled three very different EV markets.

Economy cars below $30,000. Mid-priced cars from $30,000–$60,000. Luxury cars above $60,000 — all based on 2017 MSRP. The same battery that overwhelmed the economics of an economy car could disappear into the cost structure of a luxury car.

2017 forecast · Recurrent

Economy cars — below $30,000 in 2017 — were nowhere close to parity.

In our model, an unsubsidized economy EV ran about 52 percent higher cost per mile than a comparable combustion car. A five-figure battery was simply too large a cost to hide in a sub-$30,000 vehicle.

2017 forecast · Recurrent

Mid-priced cars — $30,000–$60,000 — were better, but still not at parity.

The battery mattered less as the vehicle price rose, but our 2017 model still put an unsubsidized mid-priced EV about 23 percent above the cost per mile of a comparable combustion car.

2017 forecast · Recurrent

Luxury cars — above $60,000 — were already roughly cost-competitive.

At luxury price points, the battery became a manageable share of the vehicle cost, while expensive combustion cars offered unusually large fuel savings for an EV to capture. In our 2017 model, luxury EVs were already roughly cost-competitive.

Tesla started at the top of the market for a reason: luxury was not simply branding. It was where the battery was easiest to hide.

2017 market narrative
BNEF · July 2017
“Upfront selling prices for EVs are comparable or lower than those for average ICE vehicles in almost all big markets by 2029.”
Colin McKerracher · BloombergNEF Electric Vehicle Outlook 2017.
2017 forecast · Recurrent
We focused on key cost components of the vehicle that tech futurists didn't bother to analyze.
Cheap electricity helped. Depreciation, repairs, resale value, battery replacement and downtime did not disappear.
Recurrent 2017 · p.19
“Depreciation is based on supply/demand, unless you buy a car and drive it until it dies.”
Our TCO work explicitly separated fuel and maintenance savings from depreciation, repairs, battery replacement and charging opportunity cost.
What happened · 2026
EV depreciation turned out to be similar to — and often worse than — luxury combustion cars.
57.2%
Average five-year depreciation for EVs in iSeeCars' March 2026 study.
iSeeCars analyzed more than 950,000 five-year-old vehicles; EVs and luxury models made up 24 of the 25 highest-depreciating models.
03 / Total Cost of Ownership

Roughly 80% of a car’s cost had nothing to do with fuel.

2017 market narrative

Cheaper fill-ups were being asked to do an enormous amount of work.

BNEF’s 2017 outlook put unsubsidized sticker parity in the late 2020s. But fuel was only one part of the economics. Roughly 80% of the cost of owning a car had nothing to do with fuel.

In addition to forecasting a slower decline in battery costs, we thought it was a mistake to assume cheaper fueling alone could transform what people bought and how they used cars in under a decade.

2017 forecast · Recurrent

We focused on key cost components of the vehicle that tech futurists didn't bother to analyze.

Depreciation, repairs, resale value, battery replacement and downtime all remained part of the ownership calculation. Cheaper fueling was real. It was not the whole economic system around the car.

What happened · 2026

A long-lived electric drivetrain did not guarantee strong resale value.

EVs now sit alongside luxury combustion cars among the fastest-depreciating vehicles in the market. iSeeCars estimates the average EV loses 57.2% of its value over five years.

Tesla's repeated new-car price cuts made the mechanism especially visible: the battery did not suddenly deteriorate. The market price of the used car changed. That was our 2017 point — depreciation is a supply-and-demand outcome, not an engineering-life estimate.

2017 market narrative
Elon Musk · July 2017
“I think almost all cars produced will be autonomous.”
National Governors Association · 15 July 2017. Same appearance as the 50% electric call.
2017 forecast · Recurrent
Charging = 80–100 minutes/day lost
For a fleet vehicle, autonomous or not.
2017 report · p.14 · charging opportunity cost
For a highly utilized EV, charging time was itself a cost.
We estimated that a heavily utilized fleet EV could lose 80–100 minutes per day to charging. For a taxi, rental car or ride-hailing vehicle, that is lost productive time.
Recurrent 2017 · p.14.
2017 report · p.14
What happened · 2026
30,000 EVs
Hertz cut its EV fleet after finding that customer demand did not justify the supply it had purchased. Elevated collision and damage costs mattered too, but poor residual values were a central part of the reversal.
Sources: Hertz SEC filings and 2024 results.
04 / Fleets

For a revenue-producing vehicle, downtime is a real cost.

2017 market narrative

Forecasters saw fleet operators as natural early adopters of EVs.

High mileage meant more fuel savings, lower maintenance costs looked attractive, and autonomy was expected to arrive quickly enough to lift utilization further.

2017 forecast · Recurrent

Recurrent saw that charging = 80–100 minutes/day lost for a highly utilized fleet vehicle, making EVs less desirable for high-runtime applications.

In 2017, charging a 150–200 mile battery to 80% could take roughly 40 minutes. For a vehicle whose economics depend on staying on the road, that charging time was itself a meaningful operating cost.

Autonomy did not solve the problem. A driverless vehicle sitting at a charger was still not producing revenue.

What happened · 2026

24-hour taxis and rental car companies quickly saw that EV hurdles were largely insurmountable.

Hertz cut 30,000 EVs after customer demand, damage costs and poor residual values hurt the economics.

Depot-charged delivery vans are different. They return to the same place every night and can charge during planned downtime.

The 2017 forecast

We did not forecast that EVs would fail. We forecast that oil demand would keep growing anyway.

That was a consequential call in 2017. Peak-oil-demand forecasts were moving rapidly into the investment mainstream, and fossil-fuel divestment was accelerating. The IEA Sustainable Development Scenario put 2040 oil demand near 73 million barrels a day.

Recurrent · August 2017 ≈106 million barrels/day our forecast for global oil demand in 2040

Our argument was not that electrification would be irrelevant. It was that EVs would slow gasoline-demand growth without shrinking the much larger oil market. Nine years later, we can test that forecast against what actually happened.

2017 forecast · Recurrent
2017 report · p.33
Oil growth declines… Oil demand does not.
Our 2017 forecast was explicit: EVs would slow oil-demand growth, but global oil demand would still be roughly 106 million barrels per day by 2040.
2017 report · p.33
What happened · Norway, China & Europe
Even in markets where the EV future was more fully realized, oil demand did not meaningfully shrink!
Gasoline demand fell sharply. Overall oil demand remained roughly flat or even grew.
Norway · EV share versus gasoline demand
Norway · EV share versus gasoline demand
2017 forecast · Recurrent
Gasoline declines, but the rest of the barrel grows, perhaps even faster.
Aviation, petrochemicals, LPG and diesel remained large sources of demand. China made the distinction obvious.
Norway case study · the rest of the energy iceberg
Norway case study · the rest of the energy iceberg
2017 forecast · Recurrent
2017 report · p.34 · global oil-demand growth
2017 report · p.34 · global oil-demand growth
2017 forecast → observed market
In 2017, our forecast of continued, modest oil demand growth felt radical. In reality, demand reached roughly our 2040 forecast level years early.
Forecast made in August 2017 · Recurrent
2040 global oil demand
≈106
million barrels/day
Published in 2017 · IEA SDS
2040 global oil demand
≈73
million barrels/day
Observed market · late 2025
global liquids demand
104.6
million barrels/day
By late 2025, observed liquids demand was already 104.6 mb/d — within 1.4 mb/d of the level our 2017 forecast expected for 2040. The 104.6 figure is a checkpoint, not a 2040 outcome; the first two figures are forecasts made in 2017.
05 / The 100-Million-Barrel Question

In 2017, the contrarian forecast was not about EV market share. It was that oil demand would keep growing.

2017 forecast · Recurrent

EV share was the input. The size of the future oil market was the investment conclusion.

We did not publish a 36-page EV report because we wanted to win a debate about cars. In August 2017, with peak-demand forecasts gaining credibility and divestment accelerating, we forecast that global oil demand would still grow to roughly 106 million barrels a day by 2040.

That was the bet: EVs could become important without making the oil market smaller.

What happened · Norway, China & Europe

Even in markets where the EV future was more fully realized, oil demand did not meaningfully shrink!

China, along with Norway and several European countries, delivered on some, if not most, of the aggressive EV projections we analyzed in 2017. Gasoline demand fell sharply. Overall oil demand did not. Depending on the market, it remained roughly flat or continued to grow.

Part of the reason is the counterfactual. EVs did not replace a frozen fleet of 2017 gasoline cars. They displaced cars that were themselves becoming more efficient, including hybrids. If the next buyer would otherwise have chosen a 50-mpg small car or hybrid, electrification removes much less gasoline than a comparison with the old fleet suggests.

2017 forecast · Recurrent

Gasoline declines, but the rest of the barrel grows, perhaps even faster.

Aviation, petrochemicals, LPG, diesel. Passenger gasoline can fall hard without taking the whole barrel with it. China became the clearest large-scale example: transport electrified far faster than we forecast, while petrochemical and other oil demand kept the total market growing.

2017 forecast · Recurrent

We saw slowing demand growth, but no demand decline - reality has proved out our thesis.

Our 2017 forecast had oil-demand growth slowing from roughly 1.8% to roughly 0.8%. We did not think that was the same thing as demand destruction. The 2017 forecast still had the global oil market around 106 million barrels a day by 2040.

2017 forecast → observed market

In 2017, our forecast of continued, modest oil demand growth felt radical - in reality, 2026 demand has already reached roughly our 2040 forecast level.

Our August 2017 forecast put global oil demand near 106 million barrels a day in 2040. The IEA Sustainable Development Scenario put 2040 demand near 73 million barrels a day.

By late 2025, observed liquids demand was already about 104.6 million barrels a day, within 1.4 mb/d of our 2040 forecast. The scale of the original disagreement is no longer theoretical.

2017 backdrop → 2026 outcome
Weak energy returns helped make divestment feel costless.
Recurrent Research chart: divestment announcements compared with rolling three-year S&P Energy relative performance
Source: divestmentdatabase.org · Recurrent Research · Aug. 2023 analysis, updated May 2026.
June 1, 2026
After energy's shocking outperformance in 2022, the reversal of the ESG/divestment movement began.
Princeton's 2026 reversal was an early institutional example, but the opportunity cost remained muted because energy was still a small piece of most investor indices.
S&P Energy · 2022
+65.7%
S&P 500 · 2022
−18.2%
Energy was the strongest sector in the index. Princeton reversal: The Daily Princetonian · cited in Recurrent’s May 2026 monthly commentary.
06 / Capital Markets, Nine Years Later

The 2017 narrative changed capital allocation. Nine years later, the investment outcome looked very different.

2017 backdrop → 2026 outcome

Poor energy returns mattered too.

Climate policy supplied one argument. Performance supplied another. For every year from 2011 through 2022, rolling three-year energy returns lagged the S&P 500.

The deepest three-year underperformance overlapped with the heaviest years of divestment announcements from 2014 through 2021.

2017 backdrop → 2026 outcome

After the shocking outperformance of energy in 2022, the reversal of the ESG/divestment movement began.

In calendar 2022 the S&P Energy sector rose 65.7 percent. The S&P 500 fell 18.2 percent. Institutions that had removed energy from their portfolios missed the strongest sector in the index.

However, the opportunity cost of missing out on energy's strong post-COVID returns has been offset by the fact the sector remains a small piece of most investor indices. Princeton's June 2026 reversal was an early institutional marker that the divestment thesis itself was beginning to unwind.

Nine years later
The forecast

As Recurrent predicted in 2017, EVs’ impact on oil demand was dramatically less than feared.

The capital response

Meanwhile, cleantech-inspired fears of oil demand collapse drove broadly lower valuations across energy. These lower valuations have reduced capex, and led to capacity reductions in key subsectors of the energy industry, such as refining.

The consequence

The impacts from the mismodeling of the EV transition, so prevalent in the late 2010s, continue to contribute to inflationary energy market dynamics today.

Recurrent · September 2026

2017 market-narrative examples: Elon Musk, National Governors Association, 15 July 2017 (>50% of new U.S. vehicle production electric within 10 years; almost all new cars autonomous); BloombergNEF 2017 battery-cost forecast (about $273/kWh in 2016 to $73/kWh by 2030) and Electric Vehicle Outlook 2017 (Colin McKerracher); Tony Seba, Clean Disruption / RethinkX exponential battery-cost path (roughly $50/kWh by 2027 and about $30–35/kWh by 2030). IEA Sustainable Development Scenario: about 73 mb/d of oil demand by 2040 and EV stock approaching 875 million. 2025 battery costs: BloombergNEF survey. China fuel-demand context: IEA, March 2025. Divestment: divestmentdatabase.org and Recurrent Research, updated May 2026.