Cited by 1,507Economic Growth and ProductivityFirm Innovation and GrowthEconomic and Technological Innovation

Distance to Frontier, Selection, and Economic Growth

Open access
Acemoglu, Daron, Aghion, Philippe, Zilibotti, Fabrizio·2006·Journal of the European Economic Association

Abstract

We analyze an economy where firms undertake both innovation and adoption of technologies from the world technology frontier. The selection of high-skill managers and firms is more important for innovation than for adoption. As the economy approaches the frontier, selection becomes more important. Countries at early stages of development pursue an investment-based strategy, which relies on existing firms and managers to maximize investment but sacrifices selection. Closer to the world technology frontier, economies switch to an innovation-based strategy with short-term relationships, younger firms, less investment, and better selection of firms and managers. We show that relatively backward economies may switch out of the investment-based strategy too soon, so certain policies such as limits on product market competition or investment subsidies, which encourage the investment-based strategy, may be beneficial. However, these policies may have significant long-run costs because they make it more likely that a society will be trapped in the investment-based strategy and fail to converge to the world technology frontier.

Integrity signals

Registry

Crossref · 10.1162/jeea.2006.4.1.37

Cites

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Statistics

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Claims the paper makes

0 of 5 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    In the same data, an industry that closes the gap to the frontier faster than other industries tends to increase its R&D intensity relative to them.

    “Moreover, as an industry approaches the world technology frontier more rapidly than others it becomes relatively more R&D intensive.”
    Quote in the paperSubstantial claim
  • Findingown data

    In the cross-sectional regression, the high- and low-barrier convergence coefficients are not statistically significantly different.

    “the p-value at the bottom of the table shows that in this case we cannot reject the hypothesis that these two coefficients are equal given the standard errors in this cross-sectional regression.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Adding controls for years of schooling leaves the panel pattern unchanged.

    “The next column adds controls for years of schooling (we use male use of schooling from the Barro and Lee dataset), and the pattern is unchanged.”
    Quote in the paperNot a substantial claim
  • Findingreasoning

    There is typically excess demand for old entrepreneurs who are revealed to be high skill.

    “But there will typically be an excess demand for old entrepreneurs who are revealed to be high skill.”
    Quote in the paperSubstantial claim
  • Findingreasoning

    Young entrepreneurs operate small projects.

    “Young entrepreneurs operate small projects (i.e., s * t (e = Y )=σ).”
    • Also stated in: § 2. · plain
      “young entrepreneurs operate small projects (s * t (e = Y )=σ)”
    Quote in the paperSubstantial claim
  • May combine two claims. 58
  • The quote only partly states this claim. 2
  • Classified as probably not a substantial claim. 5
  • May combine two claims.

    Findingown data

    In the five-year panel, growth is unrelated to proximity to the frontier among low-barrier countries, but it is strongly negatively related among high-barrier countries; the gap between these coefficients is significant at the 1% level in column 2.

    “The results are reported in column 2 and show a similar pattern, with no relationship between growth and proximity to frontier for low-barrier countries yet with a strong negative relationship for the high-barrier countries.”
    • Also stated in: § FIGURE 1 · plain
      “The difference between these two coefficients is now statistically significant at the 1% level.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In OECD sectoral data for 1974-1990, industries closer to their world technology frontier have higher R&D intensity, a positive correlation that holds with and without country and industry controls and with or without correcting for skill and hours differences.

    “All columns show the same pattern of a statistically significant positive correlation between proximity to frontier and R&D intensity: industries closer to their respective frontier are more R&D intensive.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Griffith et al. (2004)

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    In cross-sectional 1965-95 regressions, high-barrier countries show a stronger negative association between initial proximity to frontier and per capita GDP growth than low-barrier countries; estimated coefficients are -0.073 (SE 0.029) for high-barrier and -0.021 (SE 0.030) for low-barrier.

    “As can be seen in these figures, there is a stronger negative relationship between proximity to frontier (y i,65 /y US,65 ) and growth for high-barrier countries.”
    • Also stated in: § 2.1 E · hedged
      “For example, α 1,LB is estimated as -0.021 (S.E.=0.030), while α 1,HB is -0.073 (S.E.=0.029).”
    • Also stated in: § 2.1 E · plain
      “In other words, high-barrier countries do relatively well (i.e., converge rapidly) when they are far from the frontier but slow down significantly near the frontier, whereas low-barrier countries grow almost equally successfully near or far from the frontier.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In regressions that interact barriers with proximity to the frontier, the interaction term is negative and significant (-0.009, SE 0.003), which implies a steeper slowdown for high-barrier countries as they near the frontier.

    “The interaction term β 2 , which now captures the difference between α 1,HB and α 1,LB , is estimated to be negative and statistically significant (-0.009, with S.E.=0.003).”
    • Also stated in: § FIGURE 1 · plain
      “This again implies that high-barrier countries slow down more the closer they get to the frontier.”
    • Also stated in: § FIGURE 1 · plain
      “Other results, with the exception of those in column 4, also show a significant interaction term.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    High-skill entrepreneurs are always retained and operate large projects.

    “All high-skill entrepreneurs are always retained and operate large projects, that is, s * t (e = O, z = H)=1.”
    • Also stated in: § 2. · plain
      “old high-skill entrepreneurs are always retained and operate large projects (s * t (e = O, z = H)=1) for all a t-1 ∈ [0, 1].”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    If an old low-skill entrepreneur is retained, he operates a large project and contributes his entire retained earnings to finance the project.

    “If an old low-skill entrepreneur is retained (i.e., R t =1 ), then he operates a large project (i.e., s * t (e = O, z = L)=1 ) and contributes to his entire retained earnings, RE t = 1+r 1+g σµδNη Āt-1 ,(17) to finance of the project.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In within-country fixed-effects regressions, the negative link between proximity and growth is steeper for high-barrier countries; estimates are -0.105 (SE 0.046) for high-barrier and -0.036 (SE 0.036) for low-barrier, though the difference is not statistically significant.

    “The results confirm the pattern shown in the previous columns: α 1,LB is estimated to be -0.036(S.E.= 0.036), while α 1,HB is estimated at -0.105 (S.E.= 0.046).”
    • Also stated in: § FIGURE 1 · plain
      “But the difference between the coefficients is once again statistically insignificant.”
    • Also stated in: § FIGURE 1 · plain
      “Near the frontier, a country with high barriers grows less than its usual growth rate.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the instrumented panel regressions, high-barrier countries have a more negative convergence coefficient than low-barrier countries; estimates are -0.206 (SE 0.071) for high-barrier and -0.033 (SE 0.048) for low-barrier, and the difference is significant at 5% without schooling and 1% with schooling.

    “The results are similar to those reported in columns 6 and 7: the estimate of α 1,LB is -0.033 (S.E.= 0.048), while α 1,HB is estimated at -0.206 (S.E.= 0.071).”
    • Also stated in: § FIGURE 1 · plain
      “The difference between the coefficients α 1,HB and α 1,LB is statistically significant at the 5% level without years of schooling and at the 1% level with years of schooling in the regression.”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingnone given

    Under Assumption 1 and δ in (δ_L,δ_H), for a given a_{t-1}, there exists a unique equilibrium.

    “Then, for given a t-1 , there exists a unique equilibrium such that”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Assumption 1 holds: δ_H is less than κ/(σµηN(1+r)/(1+g)), ensuring that the cost of the large project exceeds retained earnings for all δ in (δ_L,δ_H).
  • Classified as probably not a substantial claim.

    Findingreasoning

    The retention threshold a_r(μ,δ) is given by equation (21).

    “Using ( 18) and ( 19), we obtain this threshold as: a r (µ, δ) ≡ (1 -µ)(1-σ)+ 1+r 1+g µσ η -κ(1-φ) δN (1 -µ) σλγ . (21 )”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    An economy with R_t=1 achieves lower growth through the innovation channel than R_t=0, because (1+σ)λγa_{t-1} is less than (1+σ+(1-λ)σ)λγa_{t-1}.

    “However, it also achieves lower growth through the innovation channel, since (1 + σ) λγa t-1 < (1 + σ +(1λ) σ) λγa t-1 .”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    At a=1, the R=0 line intersects the 45-degree line and is above the R=1 line.

    “Consequently, at a =1 ,t h eR =0line intersects the 45-degree line and is above the R =1line.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    For all φ below the threshold φ, δ_L is less than δ_H, so the interval (δ_L, δ_H) is nonempty.

    “where we also show that δ L <δ H for all φ< φ, so that the interval (δ L ,δ H ) is nonempty.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    When a_{t-1} is at most a_r(μ,δ), the economy pursues the investment-based strategy; when a_{t-1} exceeds a_r(μ,δ), it switches to the steeper innovation-based strategy.

    “When a t-1 ≤ a r (µ, δ), the economy pursues the investment-based strategy, but if a t-1 exceeds a r (µ, δ), then the economy switches to the steeper line, which corresponds to the innovation-based strategy.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The threshold a_r(μ,δ) is increasing in δ; when product markets are less competitive, the switch to R=0 occurs later.

    “The threshold a r (µ, δ) is increasing in δ: when product markets are less competitive (higher δ), the switch to R =0occurs later.”
    • Also stated in: § 2. · plain
      “The threshold a r (µ, δ) is increasing in δ.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    An economy with R_t=1 achieves greater growth through the imitation/adoption channel than R_t=0, because (1+σ)η is greater than (λ+σ+(1-λ)σ)η.

    “This equation, which is also depicted in Figure 2, shows that the economy with R t =1achieves greater growth (higher level of a t for given a t-1 ) through the imitation/adoption channel, as captured by the fact that (1 + σ) η> (λ + σ +(1λ) σ) η.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    If a_trap exceeds a_r(μ,δ), the economy switches out of the investment-based strategy before a_trap is reached, and the non-convergence trap does not arise.

    “In contrast, Figure 4 shows the case where a trap >a r (µ, δ); here the economy switches out of the investmentbased strategy before a trap is reached, and the non convergence trap does not arise.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The growth-maximizing strategy is R=1 whenever a_{t-1} is below â and R=0 whenever a_{t-1} is above â, where â equals η(1-σ)/(λγσ).

    “This is attained by pursuing the strategy of R =1whenever a t-1 < â and pursuing the innovation-based strategy, R =0 ,w h e n e v e ra t-1 > â,w h e r eâ is given by the intersection of the R =0and R =1lines in Figure 4 or by â ≡ η (1 -σ) λγσ .(28)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    Given μ, there exists a unique competition level δ(μ) such that â equals a_r(μ,δ(μ)), where δ(μ) equals κN/(1-φ) times (1+r)/(1+g) times μση.

    “Given µ, there exists a unique level of competition δ, denoted by δ (µ),such that â = a r µ, δ (µ) ,w h e r e 13 δ (µ)= κ N 1 -φ 1+r 1+g µση .”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    If the government subsidizes a fraction τ of investment cost, the switching threshold becomes ãr(μ,δ,τ); if τ is chosen so that ãr equals â, the economy can be induced to switch exactly at â.

    “Suppose the government subsidizes a fraction τ of the cost of investment.Analyzing as before, we analogously derive the threshold for switching from the investment-to the innovation-based strategy: ãr (µ, δ, τ ) ≡ (1 -µ)(1-σ)+ 1+r 1+g µσ η -(1-φ)κ(1-τ ) δN (1 -µ) σλγ .”
    • Also stated in: § 5.1 P A I · plain
      “If τ is chosen appropriately in particular, if τ =τ such that ãr (µ, δ, τ )=â then the economy can be induced to switch out of the investment-based strategy exactly at â (or at some other desired threshold, if the government is pursuing a different objective).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    In the case δ < δ(μ), the economy switches out of investment-based strategy too quickly, and limiting competition would increase growth in the range where a_t lies between a_r(μ,δ) and â.

    “In this case, the economy switches out of the investment-based strategy too quickly, and limiting competition would increase growth in the range where a t ∈ (a r (µ, δ) , â).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    If δ exceeds δ(μ), product market competition is low, â is below a_r(μ,δ), and there is excessive retention of low-skill entrepreneurs relative to the growth-maximizing allocation.

    “If δ> δ (µ) , i.e., product market competition is low, then â<a r (µ, δ) and there is an excessive retention of low-skill entrepreneurs relative to the growthmaximizing allocation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    If δ is below δ(μ), product market competition is high, and â exceeds a_r(μ,δ).

    “Conversely, if δ< δ (µ) , i.e., product market competition is high, then â>a r (µ, δ) a ss h o w ni nF i g u r e 4.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    A greater δ increases a_r(μ,δ) relative to â, but this could either increase or decrease the gap between equilibrium and growth-maximizing allocations depending on whether â exceeds a_r or â is below a_r.

    “A greater δ increases a r (µ, δ) relative to â (which does not depend on δ), but this could either increase or decrease the gap between the equilibrium and the growth-maximizing allocations depending on whether we start from a situation where â>a r (µ, δ) or â<a r (µ, δ),r e s pe ctively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    a_L is greater than a_H because capitalists make greater profits with low competition and have more funds to bribe politicians.

    “T h a ta L >a H follows because capitalists make greater profits with low competition and have more funds to bribe politicians.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    If a0 is below a_H, the economy starts where capitalists are rich enough to bribe successfully even when δ_{t-1}=δbar; as long as a<a_trap there will be growth with anticompetitive policies, but the economy eventually converges to the non-convergence trap a_trap.

    “If a 0 <a H then the economy starts at a point where the capitalists are sufficiently rich that, even when δ t-1 = δ, they will have enough to bribe politicians successfully.Consequently, as long as a<a trap there will be growth with anticompetitive policies, but the economy will eventually converge to the non convergence trap, a trap .”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: a_trap lies between a_H and a_L.
  • May combine two claims.

    Findingreasoning

    If a0 exceeds a_L, capitalists have insufficient wealth to bribe politicians even when δ_{t-1}=δ; hence policy is procompetitive and the economy switches to innovation-based and converges to frontier a=1.

    “If a 0 >a L , then capitalists have insufficient wealth to bribe politicians even when δ t-1 = δ.Hence, the policy is procompetitive and the economy switches to an innovation-based strategy and therefore converges to the world technology frontier, a =1.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    When δ_{t-1} is greater, inequality (30) is more likely to hold; in less competitive markets, capitalists have higher profits for bribing politicians.

    “It is evident that when δ t-1 is greater, (30) is more likely to hold; in less competitive markets, capitalists have higher profits that they can use for bribing politicians.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Findingreasoning

    Capitalists always prefer low to high competition because it increases their profits.

    “Clearly, capitalists always prefer low to high competition, since this increases their profits.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingreasoning

    Both cutoffs a_L and a_H are decreasing functions of H, because politicians who are more honest are harder to bribe.

    “Note that both the cutoffs a L and a H are decreasing functions of H, because politicians who are more honest will be harder to bribe into pursuing the policy preferred by the capitalist lobby.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The paper's R&D regressions are not designed to identify a causal impact of distance to the frontier on R&D.

    “Naturally, these regressions do not show a causal effect of distance to frontier on R&D (e.g.past investments in R&D will affect productivity and distance to the frontier).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Because the participation constraint is slack, there is an excess supply of young agents willing to become entrepreneurs, so young entrepreneurs receive the lowest salary compatible with incentive compatibility.

    “Since the participation constraint is slack, there will be an excess supply of young agents willing to become entrepreneurs.Hence young entrepreneurs will be paid the lowest salary consistent with incentive compatibility, (11).”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Interpretationreasoning

    The model implies that keeping failed entrepreneurs creates a tension between higher investment and better selection: it preserves insiders' retained earnings for investment but prevents replacing them with higher-skill entrants.

    “Consequently, the decision to retain unsuccessful entrepreneurs creates a trade-off between investment and selection.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Credit-market imperfections restrict investment, and retained earnings of insider entrepreneurs allow them to invest more.
    • The authors state this as an assumption: Entrepreneurial skills are initially unknown and are revealed after an agent works as an entrepreneur for the first time.
  • May combine two claims.

    Interpretationown data

    The empirical patterns support the interpretation that entry barriers hurt growth more when a country is near the world technology frontier, although omitted country characteristics could explain the cross-country result.

    “This is consistent with the notion that barriers to entry are more harmful to growth closer to the frontier, although this cross-country relationship may be driven by other omitted cross-country differences.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    When innovation matters more, keeping failed entrepreneurs is costlier and less likely to occur in equilibrium.

    “This leads to a key implication of our model: retaining unsuccessful entrepreneurs is more costly, and less likely to arise in equilibrium, when innovation is more important.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Entrepreneurial skills are more important for innovation than for adoption or imitation.
  • May combine two claims.

    Interpretationreasoning

    Investment-based policies generate and enrich their beneficiaries; once wealth translates into political influence, reversing those policies is hard, so a society can stay locked into unsuitable institutions and lagging technology.

    “Policies that favor the investment-based strategy create and enrich their own supporters.When economic power buys political power, it becomes difficult to reverse policies that have an economically and politically powerful constituency.Consequently, societies may remain trapped with “inappropriate institutions” and relatively backward technologies.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The analysis offers a new account of leapfrogging: countries following investment-based policies can grow faster at first, then get stuck and be surpassed by those that started behind.

    “An implication of this discussion is a new theory of leapfrogging.Economies pursuing policies encouraging the investment-based strategy may initially grow faster than others, but become then stuck in a non convergence trap and be leapfrogged by the initial laggards.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Innovation and selection become more important as an economy approaches the world technology frontier.
  • May combine two claims.

    Interpretationreasoning

    The model suggests a typical path: an economy first uses an investment-based strategy with long-term relationships to maximize investment, then shifts to an innovation-based strategy that terminates unsuccessful entrepreneurs as it approaches the frontier.

    “A likely equilibrium sequence is for an economy to start with an investmentbased strategy, relying on long-term relationships between entrepreneurs (or managers) and firms (or financiers) in order to maximize investment.”
    • Also stated in: § 1 I · hedged
      “As the economy approaches the world technology frontier, lack of selection becomes more costly and there is typically a switch to an innovation-based strategy, where contracts with less successful entrepreneurs are terminated.”
    • Also stated in: § Abstract · plain
      “Closer to the world technology frontier, economies switch to an innovation-based strategy with short-term relationships, younger firms, less investment and better selection of firms and managers.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Innovation and selection become more important as an economy approaches the world technology frontier.
    • The authors state this as an assumption: Entrepreneurial skills are more important for innovation than for adoption or imitation.
    • The authors state this as an assumption: Credit-market imperfections restrict investment, and retained earnings of insider entrepreneurs allow them to invest more.
  • May combine two claims.

    Interpretationown data

    Although the R&D regressions are not causal, they support the idea that R&D matters more for industries or countries near the world frontier.

    “Nevertheless, they are consistent with the view that R&D is more important in industries or countries closer to the world technology frontier.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Old low-skill entrepreneurs are also pushed to their incentive compatibility constraint because old capitalists make take-it-or-leave-it offers and these entrepreneurs cannot work in young firms.

    “The same holds for old low-skill entrepreneurs (since these entrepreneurs cannot work in young firms, old capitalists will make take-it-or-leave-it offers to them, forcing them down to their incentive compatibility constraint).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductcitation

    Because fixed-effects models with a lagged dependent variable are biased, the paper uses the previous period's proximity as an instrument in columns 5 and 6.

    “Nevertheless, the results in columns 3 and 4 of Table 2 are difficult to interpret because of the standard bias in models with fixed effects and lagged dependent variables (see e.g.Wooldridge (2002), Chap.10).”
    • Also stated in: § FIGURE 1 · plain
      “To deal with this problem, in columns 5 and 6, we report regressions where proximity to frontier is instrumented by its one-period lag.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Wooldridge (2002)

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    A higher δ weakens the appropriability effect, allowing firms and capitalists to capture more surplus and encouraging retention of old entrepreneurs.

    “A higher δ weakens the extent of this appropriability effect and enables firms, and hence capitalists, to capture more of the surplus and so encouraging the retention of old entrepreneurs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    An equilibrium with R_t=0 corresponds to an innovation-based strategy with greater selection, emphasis on maximizing innovation at the expense of investment, and a more competitive environment where unsuccessful entrepreneurs are terminated and successful ones retained.

    “In contrast, with R t =0we can think of the economy as pursuing an innovation-based strategy, where there is greater selection of entrepreneurs and where the emphasis is on maximizing innovation at the expense of investment.Consequently, the innovation-based strategy results in a more”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    A higher μ increases earnings retained by entrepreneurs and raises insiders' shields against competition from newcomers, encouraging R=1.

    “On the one hand, a higher µ increases the earnings retained by entrepreneurs and raises these insiders' shields against competition from newcomers, encouraging R =1 .”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Retained earnings mitigate underinvestment but reduce selection by making old low-skill entrepreneurs more attractive to firms.

    “This example il-lustrates why retained earnings mitigate the underinvestment problem but also reduces selection by making old low-skill entrepreneurs more attractive to firms.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    If an old entrepreneur is willing to cover the entire investment cost from retained earnings, the firm will prefer the large project with him and there will be no underinvestment.

    “consider the extreme case in which an old entrepreneur is willing to cover the entire investment cost out of his retained earnings.Then the firm will necessarily prefer to operate the large project with this entrepreneur, and there will be no underinvestment.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Competitive markets may slow technological convergence at earlier stages of development, but this does not affect the long-run equilibrium.

    “Therefore, competitive markets may slow down technological convergence at the earlier stages of development, but this does not affect the long-run equilibrium.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    While the appropriability effect biases against investment-based strategy, retained earnings of insiders protect them from competition and bias in favor of investment-based strategy.

    “In other words, while the appropriability effect creates a bias (relative to the growth-maximizing allocation) against the investment-based strategy, retained earnings (rents) of the insiders protect them from competition and create a bias in favor of the investment-based strategy.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The rent-shield effect means retained earnings finance part of investment costs, creating a transfer to capitalists and shielding old entrepreneurs from competition.

    “However, countering this is the rent-shield effect: retained earnings are used to finance part of the investment costs, creating a transfer to the capitalists and shielding old entrepreneurs from the competition of young entrepreneurs.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Governments in relatively backward economies can intervene to increase investment and induce faster adoption of existing technologies.

    “This last observation raises the possibility of useful policy interventions along the lines suggested by Gerschenkron: governments in relatively backward economies can intervene to increase investment and to induce faster adoption of existing technologies.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    In a leapfrogging scenario, two economies with the same initial distance but different competitive policies, with a_r(μ,δ1)<a_{t-1}<â<a_r(μ,δ2), economy 1 pursues innovation-based while economy 2 starts investment-based and initially grows faster; after passing â, economy 1 grows more rapidly; if a_trap<a_r(μ,δ2), economy 2 gets stuck in a non-convergence trap and is leapfrogged by economy 1.

    “Imagine two economies that start with the same distance to frontier, a t-1 , but differ in terms of their competitive policies, δ 1 and δ 2 ,w i t ha r (µ, δ 1 ) <a t-1 < â<a r (µ, δ 2 ).”
    • Also stated in: § 4.4 G -S T L · plain
      “Furthermore, if a trap <a r (µ, δ 2 ), then economy 2 will get stuck in a non convergence trap before it can switch to the innovation-based strategy, and will be leapfrogged by economy 1, which avoids the non convergence trap and converges to the frontier.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Once capitalists become economically more powerful, they also become politically more influential and more likely to secure the policy they prefer.

    “This formalizes the idea that, once capitalists become economically more powerful, they also become politically more influential and consequently more likely to secure the policy that they prefer.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Groups that benefit from anticompetitive policies become richer under these policies and will oppose a change in policy.

    “Groups that benefit from anticompetitive policies will become richer under these policies and so will oppose a change in policy.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    One steady-state political equilibrium leads to procompetitive policies and an innovation-based equilibrium, ensuring convergence to the world technology frontier.

    “One of these eventually leads to procompetitive policies and an innovation-based equilibrium, ensuring convergence to the world technology frontier; the other leads to a political economy trap, with investmentbased strategy throughout and no convergence to the frontier.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: Politicians can be bribed to affect future policies and can commit to deliver promised competition policy.
    • The authors state this as an assumption: Capitalists are credit constrained.
  • May combine two claims.

    Interpretationreasoning

    The introduction of appropriate institutions to foster growth raises the possibility of political economy traps: groups enriched by these institutions block reform, and the economy ends up in a non-convergence trap because it adopted but could not abandon institutions appropriate for an early stage.

    “Therefore, the introduction of appropriate institutions to foster growth also raises the possibility of political economy traps: groups enriched by these institutions successfully block reform, and the economy ends up in a non convergence trap because it adopted but could not abandon institutions appropriate for an early stage of development.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    An economy that adopts such institutions must later abandon them; otherwise it will end up in a non-convergence trap.

    “An economy that adopts such institutions must later abandon them; otherwise, i tw i l le n du pi nan o nc o n v e r g e n c et r a p .”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    This situation is a political economy trap because politicians always receive bribes and adopt policies preventing a switch from investment-based to innovation-based strategy.

    “We refer to this situation as a political economy trap, because politicians, once in it, always receive bribes and adopt policies that prevent a switch from the investment-based to the innovation-based strategy.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Anticompetitive policies and investment subsidies become harmful for economies closer to the world technology frontier.

    “But our analysis also reveals that anticompetitive policies (and similarly investment subsidies) become harmful for economies closer to the world technology frontier.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Special interest groups may capture politicians and lead the economy into a political economy trap.

    “We now describe a simple political economy example where special interest groups may capture politicians and lead the economy into a”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The innovation-based strategy features short-term relationships, younger firms, less investment, and better selection of entrepreneurs.

    “Closer to the technology frontier, there is less room for copying and adoption of well-established technologies; consequently, there is an equilibrium switch to an innovation-based strategy with short-term relationships, younger firms, less investment and better selection of entrepreneurs.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Capitalists cannot commit to long-term contracts that condition payments to old entrepreneurs on whether they diverted funds in the first period.
    • The authors state this as an assumption: Side payments from entrepreneurs to capitalists are not possible.
    • The authors state this as an assumption: Young firms cannot hire old entrepreneurs.
  • May combine two claims.

    Interpretationreasoning

    Barriers to competition should have limited costs or even benefits when countries are far from the world technology frontier, but should become much more costly near the frontier.

    “Our analysis also implies that barriers to competition should have limited costs (or even benefits) when countries are far from the world technology frontier but should become much more costly near the frontier.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The investment-based strategy features long-term relationships, high average firm size and age, large investments, and little selection.

    “Since the selection of high-skill entrepreneurs and firms is more important for innovation than for adoption, firms in countries that are far from the technology frontier pursue an investment-based strategy, which features long-term relationships, high average size and age of firms, large investments, but little selection.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Capitalists cannot commit to long-term contracts that condition payments to old entrepreneurs on whether they diverted funds in the first period.
    • The authors state this as an assumption: Side payments from entrepreneurs to capitalists are not possible.
    • The authors state this as an assumption: Young firms cannot hire old entrepreneurs.
  • May combine two claims.

    Interpretationreasoning

    Policies limiting product market competition or providing subsidies to investment encourage the investment-based strategy.

    “When the switch is too soon, government intervention in the form of policies limiting product market competition or providing subsidies to investment may be useful because it encourages the investment-based strategy.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Capitalists cannot commit to long-term contracts that condition payments to old entrepreneurs on whether they diverted funds in the first period.
    • The authors state this as an assumption: Side payments from entrepreneurs to capitalists are not possible.
    • The authors state this as an assumption: Young firms cannot hire old entrepreneurs.
63 of 63
  • The authors state this as an assumption.

    Innovation and selection become more important as an economy approaches the world technology frontier.

    “The main assumption of our analysis is that innovation and selection become more important as an economy approaches the world technology frontier.”
    “Consequently, as the country develops and approaches the world technology frontier, innovation and entrepreneurial selection become more important.”
  • The authors state this as an assumption.

    Entrepreneurial skills are more important for innovation than for adoption or imitation.

    “This feature introduces the assumption that entrepreneurial skills are more important for innovation than for imitation; put differently, innovation relies on entrepreneurial selection more than does imitation.”
    “This assumption captures the notions that relatively backward economies can grow by adopting already well-established technologies, and that entrepreneurial selection is less important for adoption than for innovation.”
  • The authors state this as an assumption.

    Each worker is a high-skill entrepreneur with probability λ and a low-skill entrepreneur with probability 1−λ.

    “we assume that each worker is a high skill (ability) entrepreneur with probability λ and a low-skill entrepreneur with probability 1 -λ.”
  • The authors state this as an assumption.

    Credit-market imperfections restrict investment, and retained earnings of insider entrepreneurs allow them to invest more.

    “there are credit constraints restricting the amount of investment”
    “because of credit-market imperfections, the retained earnings of insider entrepreneurs enable them to undertake greater investments.”
  • The authors state this as an assumption.

    Entrepreneurial skills are initially unknown and are revealed after an agent works as an entrepreneur for the first time.

    “Entrepreneurial skills, which affect productivity growth, are initially unknown but are revealed after an agent works as an entrepreneur for the first time.”
  • The authors state this as an assumption.

    Entrepreneurs both innovate and adopt technologies from the frontier.

    “Entrepreneurs perform two important tasks: (i) they engage in innovation,a n d entrepreneurial skills are important for success in this activity, (ii) they also adopt technologies from the frontier, and here skills play a less important role than in innovation.”
  • The authors state this as an assumption.

    The parameter φ is sufficiently low that capital market imperfections, rather than productivity differences, are the main determinant of the firm's project-size decision.

    “The assumption that φ is sufficiently low ensures that capital market imperfections, rather than productivity differences, are the main determinant of the firm's decision on project size.”
  • The authors state this as an assumption.

    Assumption 1 holds: δ_H is less than κ/(σµηN(1+r)/(1+g)), ensuring that the cost of the large project exceeds retained earnings for all δ in (δ_L,δ_H).

    “Assumption 1 We assume that δ H <κ/(σµηN(1 + r)/(1 + g)).”
  • The authors state this as an assumption.

    The growth rate of the technology frontier is determined endogenously by the most advanced economy in the world pursuing the innovation-based strategy.

    “It is plausible to assume that the growth rate of the technology frontier is determined endogenously by the most advanced economy in the world pursuing the innovation-based strategy.”
  • The authors state this as an assumption.

    The world technology growth rate g is positive.

    “which we assume to be positive.”
  • The authors state this as an assumption.

    The politician cares about agents' welfare but is also sensitive to bribes or campaign contributions.

    “Suppose that competition policy χ is determined in each period by a politician (or government) that cares about the agents' welfare but is also sensitive to bribes or to campaign contributions.”
  • The authors state this as an assumption.

    The politician chooses the policy that maximizes current consumption; otherwise his payoff is B_t, a monetary bribe.

    “and chooses the policy that maximizes current consumption.Else, his pay-off is B t ,w h e r eB denotes a monetary bribe the politician might receive in order to pursue a different strategy.”
  • The authors state this as an assumption.

    The utility of pursuing the right policy is linearly increasing in A_{t-1}, ensuring stationary policies in equilibrium.

    “The utility of pursuing the right policy is assumed to be linearly increasing in A t-1 , which ensures stationary policies in equilibrium (since bribes will be increasing in A).”
  • The authors state this as an assumption.

    Agents cannot borrow to pay bribes, and only capitalists can organize lobbies.

    “We assume that agents cannot borrow to pay bribes and that only capitalists can organize lobbies.”
  • The authors state this as an assumption.

    Young agents have no wealth and cannot bribe politicians.

    “Moreover, young agents have no wealth, so they cannot bribe politicians.”
  • The authors state this as an assumption.

    The only group capable of bribing politicians is old capitalists.

    “Hence the only group with the capability to bribe politicians is old capitalists.”
  • The authors state this as an assumption.

    The institutional choice facing politicians is binary: low versus high competition.

    “We also assume that the institutional choice facing politicians is binary: low versus high competition.”
  • The authors state this as an assumption.

    Politicians choose χ_t from the set containing χ and χbar.

    “More formally, politicians choose χ t ∈ χ, χ where χ < χ ≤ 1/α.”
  • The authors state this as an assumption.

    δ_t takes values in the set containing δ and δbar.

    “∈{ δ, δ}, which, we recall, is the parameter in the profit function, (3).”
  • The authors state this as an assumption.

    δ and δbar are chosen so that δ*(µ) lies in {δ, δbar}: choosing δ forever leads to a non-convergence trap, while choosing δbar forever converges to the frontier.

    “we choose δ and δ such that δ * (µ) ∈ δ, δ : hence an economy choosing δ forever converges to a non convergence trap, whereas an economy choosing forever δ converges to the frontier.”
  • The authors state this as an assumption.

    Parameter values are focused on where old capitalists are willing to pay the entire first-period revenue to increase monopoly power and are credit constrained.

    “We focus on parameter values where these conditions hold, so that capitalists are credit constrained.”
  • The authors state this as an assumption.

    a_trap lies between a_H and a_L.

    “Finally, in order to focus on an interesting case, let us further assume that a trap ∈ (a H ,a L ).”
  • The authors state this as an assumption.

    Capitalists cannot commit to long-term contracts that condition payments to old entrepreneurs on whether they diverted funds in the first period.

    “Such long-term contracts would require a commitment technology on the part of capitalists, which we assume is not present in this economy.”
  • The authors state this as an assumption.

    Side payments from entrepreneurs to capitalists are not possible.

    “This inequality implies that side payments from entrepreneurs to capitalists are not possible.This assumption can be motivated by various arguments.”
  • The authors state this as an assumption.

    Young firms cannot hire old entrepreneurs.

    “Figure: cannot hire old entrepreneurs (e.g., because old cohort skills are not adaptable to the new vintage of technologies); thus a new firm (young capitalist) necessarily employs a young entrepreneur.”
  • The authors state this as an assumption.

    Politicians can be bribed to affect future policies and can commit to deliver promised competition policy.

    “the politician can commit to deliver the competition policy promised to an interest group in return for bribes.”
  • The authors state this as an assumption.

    Capitalists are credit constrained.

    “If capitalists were not credit constrained this link would be absent in our model.”
27 of 27

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Fixed-effects estimates disagree with Table 2

    Major

    The stated column 4 coefficients are -0.036 and -0.105, whereas Table 2 reports -0.039 and -0.109.

  • Cross-sectional estimates disagree with Table 2

    Major

    For column 1, the text gives low- and high-barrier coefficients of -0.021 and -0.073. Table 2 instead gives -0.028 and -0.078.

  • Instrumental-variable estimates disagree with Table 2

    Minor

    Neither instrumental-variable column reports the stated coefficient pair of -0.033 and -0.206: columns 5 and 6 report (-0.035, -0.214) and (-0.046, -0.245), respectively.

  • Appendix reverses frontier-technology growth

    Minor

    Equation (7) implies that the frontier at t−1 is (1+g) times its level at t−2. The appendix instead states that it is the t−2 level divided by (1+g).

  • Growth outcome changes from per capita to per worker

    Minor

    The description of the cross-sectional regression calls its outcome GDP-per-capita growth, while the Table 2 note identifies GDP-per-worker growth.

  • Positive retained earnings disappear from firm costs

    Minor

    Given the stated assumption that retained earnings are positive but smaller than the investment cost, max[κĀt-1 − REt, 0] equals κĀt-1 − REt, not κĀt-1. This changes the firm-value comparison used to derive the retention threshold.

  • R&D intensity has two different denominators

    Minor

    The text defines R&D intensity using sales, but Table 1 says its dependent variable uses value added.

  • Claimed 1% significance conflicts with Table 2

    Minor

    The text says the coefficient difference is significant at 1% when schooling is controlled for, but the relevant Table 2 column reports a p-value of 0.035, which exceeds 0.01.

  • Interaction effect is assigned to the wrong coefficient

    Minor

    In the displayed regression, β3 multiplies proximity to frontier by barriers. The subsequent description instead calls β2 the interaction term, although β2 multiplies proximity alone.

  • Barrier-group counts are reversed

    Minor

    The listed low-barrier group contains 19 countries, not 23; the listed high-barrier group contains 23, not 19.

10 of 10

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. 2002, Institutions, Institutional Change and the Distribution of Wealth.
  2. 1997, Technology, Mobility, and Growth., American Economic Review, 87, 363
  3. 2004, Financial Institutions and the Wealth of Nations: Tales of Development.

Cited by

Sorted by citations

Authors
Acemoglu, D., Aghion, P., & Zilibotti, F.
Affiliations
  • Harvard University (US)
  • Peterson Institute for International Economics (US)
Venue
Journal of the European Economic Association
Published
2006-03-01
Volume
4
Issue
1
Pages
37-74
ISSN
  • 1542-4766 (ISSN-L)
  • 1542-4774
OpenAlex
W3125767605
Cited by
1,507
References
58
Citations by year
2026: 68 · 2025: 66 · 2024: 66 · 2023: 75 · 2022: 56 · 2021: 74 · 2020: 71 · 2019: 98 · 2018: 89 · 2017: 70 · 2016: 83 · 2015: 70 · 2014: 82 · 2013: 82 · 2012: 74
FWCI
150.62
Type
journal article
Language
en
Open access
Locations
  • Journal of the European Economic Association (publishedVersion)
  • Zurich Open Repository and Archive (University of Zurich) (submittedVersion, other-oa)
Funders
  • National Science Foundation
  • Riksbankens Jubileumsfond
Topics
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic Growth and Productivity
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Firm Innovation and Growth
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic and Technological Innovation
Keywords
innovation, technology adoption, firm selection, manager selection, economic growth, investment subsidies, product market competition, convergence, economic development

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-05.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-05.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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