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46 Philippe Aghion and Ufuk Akcigit<br />

National Business Survey and regress productivity growth, patenting, or other<br />

measures of innovativeness and entrepreneurship, over various measures of sectoral<br />

intervention (subsidies, tariffs, etc.) interacted with the degree of competition<br />

in the sector, and also with the extent to which intervention in each sector<br />

is not concentrated on one single firm, but rather distributed over a larger number<br />

of firms. They show that Total Factor Productivity (TFP), TFP growth and<br />

product innovation (defined as the ratio between output value generated by new<br />

products to total output value) are all positively correlated with the interaction<br />

between state aid to the sector and market competition in the sector. Thus the<br />

more competitive the recipient sector, the more positive the effects of targeted<br />

state subsidies to that sector on TFP, TFP growth, and product innovation in<br />

that sector. Moreover, Aghion et al. (2015c), show that the interaction between<br />

state aid and product market competition in the sector is more positive when<br />

state aid is less concentrated.<br />

And finally Acemoglu et al. (2013) extend the Klette-Kortum model of<br />

growth and firm dynamics to allow for high versus low R&D productivity firms.<br />

Their model implies that subsidizing incumbents’ R&D inhibits the entry of<br />

high-efficiency firms, which in turn can be detrimental to growth and welfare.<br />

We get back to this paper in more details in Section 1.5 below.<br />

Yet this does not address the issue of why vertical targeting would be at<br />

all needed. A main theoretical argument in support of vertical targeting, is<br />

the existence of knowledge spillovers. Thus, Aghion et al. (2015a) explore a<br />

cross-country panel dataset of patents in the automotive industry. They distinguish<br />

between ‘dirty innovations’ which affect combustion engines, and clean<br />

innovations such as those on electric cars. Then they show that the larger the<br />

stock of past ‘dirty’ innovations by a given entrepreneur, the ‘dirtier’ current<br />

innovations by the same entrepreneur. This ‘path dependence’ phenomenon,<br />

together with the fact that innovations have been mostly dirty so far, implies<br />

that in the absence of government intervention our economies would generate<br />

too many dirty innovations. Hence a role for government intervention to ‘redirect<br />

technical change’ towards clean innovations. Indeed Aghion et al. (2015a)<br />

show that an increase in carbon price (e.g., through carbon taxes) induces<br />

firms to redirect innovation towards clean technologies (e.g., to develop electric<br />

cars).<br />

A reinforcing factor is the existence of credit constraints which may further<br />

limit or slow down the reallocation of firms towards new (more growthenhancing)<br />

activities. Now, one can argue that the existence of market failures<br />

on its own is not sufficient to justify vertical intervention. On the other hand,<br />

there are activities – typically high-tech activities – which generate knowledge<br />

spillovers on the rest of the economy, and where assets are highly intangible<br />

which in turn makes it more difficult for firms to borrow from private capital<br />

markets to finance their growth.

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