Distance to Frontier, Selection, and Economic Growth
Open accessAbstract
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.
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- 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 - Also stated in: § 2. · plain
- Findingown data
The model shows the possibility of a non-convergence trap where an economy stops converging to the frontier.
“The figure shows the possibility of a non convergence trap, where an economy stops converging to the frontier.”
Quote in the paperSubstantial claim - Findingreasoning
The world technology growth rate is given by equation (25): g equals one half of [(λ+σ+(1-λ)σ)η+(1+σ+(1-λ)σ)λγ] minus one.
“g = 1 2 [(λ + σ +(1-λ) σ) η +(1+σ +(1-λ) σ) λγ] -1,(25)”
Quote in the paperSubstantial claim- 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.
- The authors state this as an assumption: The world technology growth rate g is positive.
- Findingreasoning
There is a threshold a_r(μ,δ) of distance to frontier such that old low-skill entrepreneurs are retained below it and terminated above it.
“Condition (20) defines a threshold level a r (µ, δ) ofthedistancetofron tiersuc hthatlo w-skill old entrepreneurs are retained (R =1 ) below this threshold but are terminated (R =0) above this threshold.”
Quote in the paperSubstantial claim - Findingreasoning
The law of motion of a_t conditional on R_t is given by equation (23): if R_t=1, a_t equals (1+σ)/(2(1+g))(η+λγa_{t-1}); if R_t=0, a_t equals 1/(2(1+g))[(λ+σ+(1-λ)σ)η+(1+σ+(1-λ)σ)λγa_{t-1}].
“a t = 1+σ 2(1+g) [η + λγa t-1 ] if R t =1, 1 2(1+g) [(λ + σ +(1-λ) σ) η +(1+σ +(1-λ) σ) λγa t-1 ] if R t =0.(23)”
Quote in the paperSubstantial claim - Findingreasoning
The necessary and sufficient condition for an equilibrium non-convergence trap is a_trap less than a_r(μ,δ).
“Therefore, the necessary and sufficient condition for an equilibrium non convergence trap is a trap <a r (µ, δ) , which corresponds to the case depicted in Figure 3.”
Quote in the paperSubstantial claim - Findingreasoning
When condition (22) does not hold, moral hazard problems encourage termination of low-skill entrepreneurs.
“In contrast, when (22) does not hold, these problems encourage the termination of low-skill entrepreneurs.”
Quote in the paperSubstantial claim - Findingreasoning
In equilibrium, old low-skill entrepreneurs are retained and operate large projects when a_{t-1} is below a_r(μ,δ), but are terminated when a_{t-1} is above a_r(μ,δ).
“old low-skill entrepreneur are retained (R t =1 ) and operate large projects (s * t (e = O, z = L)=1 )w h e na t-1 <a r (µ, δ) but are terminated (R t =0)w h e n a t-1 >a r (µ, δ)”
Quote in the paperSubstantial claim - Findingreasoning
The threshold a_trap is given by equation (27): a_trap equals (1+σ)η divided by [2(1+g)-λγ(1+σ)].
“a trap = (1 + σ) η 2(1+g) -λγ (1 + σ) .(27)”
Quote in the paperSubstantial claim - Findingreasoning
The effect of incentive problems μ on a_r(μ,δ) is ambiguous.
“However, the effect of incentive problems µ,ona r (µ, δ) is ambiguous.”
Quote in the paperSubstantial claim - Findingreasoning
Equilibrium dynamics are given by a piecewise linear first-order difference equation.
“As (24) shows, equilibrium dynamics are given by a piecewise linear first-order difference equation.”
Quote in the paperSubstantial claim - Findingreasoning
The full equilibrium law of motion is piecewise: if a_{t-1} is at most a_r(μ,δ), a_t equals (1+σ)/(2(1+g))(η+λγa_{t-1}); if a_{t-1} exceeds a_r(μ,δ), a_t equals 1/(2(1+g))[(λ+σ+(1-λ)σ)η+(1+σ+(1-λ)σ)λγa_{t-1}].
“a t = 1+σ 2(1+g) (η + λγa t-1 ) if a t-1 ≤ a r (µ, δ) 1 2(1+g) (λ + σ +(1-λ) σ) η +(1+σ +(1-λ) σ) λγa t-1 if a t-1 >a r (µ, δ) . (24)”
Quote in the paperSubstantial claim - Findingreasoning
For the innovation-based strategy to generate higher growth than the investment-based strategy at the frontier a=1, it is necessary that (1-σ)η/σ is less than λγ.
“(1 -σ) η σ <λγ.(26)”
Quote in the paperSubstantial claim - Findingreasoning
The R=1 line intersects the 45-degree line at some a_trap less than 1.
“But then, as drawn in Figure 3, the R =1line must intersect the 45-degree line at some a trap < 1.”
Quote in the paperSubstantial claim - Findingreasoning
If an economy is pursuing the investment-based strategy when it reaches a=a_trap, it will stay there forever, falling into a non-convergence trap.
“If the economy is pursuing the investment-based strategy when it reaches a = a trap , then it will stay there forever.In other words, it will have fallen into a non convergence trap.”
Quote in the paperSubstantial claim - Findingreasoning
If δ exceeds the threshold in condition (22), the retained-earnings effect dominates and a_r is increasing in μ, so more severe moral hazard encourages retention of low-skill entrepreneurs.
“If δ> (1 -φ) κ σηL 1+g 1+r(22) then the former effect dominates and a r is increasing in µ, so that more severe moral hazard problems encourage R =1.”
Quote in the paperSubstantial claim - Findingreasoning
If a0 is below a_r and a_trap is at least a_r, the economy starts with investment-based strategy, switches to innovation-based at a=a_r, and converges to frontier a=1.
“If a 0 <a r (µ, δ) and a trap ≥ a r (µ, δ), then the economy starts with the investment-based strategy, switches to the innovation-based strategy at a = a r (µ, δ), and converges to the world technology frontier, a =1.”
Quote in the paperSubstantial claim - Findingreasoning
The comparison between â and a_r(μ,δ) depends on the degree of competition δ.
“How does â compare to the equilibrium threshold a r (µ, δ)?T h ea n s w e rd epends on (among other things) the degree of competition as measured by δ.”
Quote in the paperSubstantial claim - Findingnone given
If a_r is at most a0, the economy starts with innovation-based strategy and converges to frontier a=1.
“If a r (µ, δ) ≤ a 0 , then the economy starts with the innovation-based strategy and converges to the world technology frontier, a =1.”
Quote in the paperSubstantial claim - Findingreasoning
The growth-maximizing sequence starts with investment-based strategy and then switches to innovation-based strategy.
“Therefore, similar to the case of equilibrium behavior, the growth-maximizing sequence also starts with the investment-based strategy and then switches to an innovation-based strategy.”
Quote in the paperSubstantial claim - Findingreasoning
The switch in the growth-maximizing sequence does not necessarily occur at the same point as in equilibrium.
“But the switch does not necessarily occur at the same point as in the equilibrium case.”
Quote in the paperSubstantial claim - Findingnone given
If a0 is below a_r and a_trap is below a_r, the economy starts investment-based and converges until a=a_trap<1, where both convergence and growth of a_t stop.
“If a 0 <a r (µ, δ) and a trap <a r (µ, δ), then the economy starts with the investment-based strategy and converges towards the world technology frontier until it reaches a = a trap < 1, where both convergence and the growth of a t stop.”
Quote in the paperSubstantial claim - Findingreasoning
Growth is maximized when the economy reaches the highest level of a_t for a given a_{t-1}.
“Inspection of ( 23) or of Figure 2 immediately shows that growth will be maximized when the economy reaches the highest level of a t for a given a t-1 .”
Quote in the paperSubstantial claim - Findingnone given
Condition (26) ensures that â is less than 1.
“Condition ( 26) ensures that â<1.”
Quote in the paperSubstantial claim - Findingreasoning
In the case δ > δ(μ), limiting competition by increasing δ would further increase the growth gap between equilibrium and growth-maximizing strategy.
“In this case, which is the one shown in Figure 3, limiting competition (i.e., increase δ) would further increase the growth gap between the equilibrium and the growth-maximizing strategy.”
Quote in the paperSubstantial claim - Findingreasoning
Which of the two effects dominates is ambiguous.
“Which effect dominates is ambiguous.”
Quote in the paperSubstantial claim - Findingreasoning
Politicians will be bribed to maintain the anticompetitive policy δ as long as a_{t-1} is at most a_L.
“This discussion immediately implies that politicians will be bribed to maintain the anticompetitive policy δ as long as a t-1 ≤ a L , which ensures that the left-hand side of ( 30) is greater than the right-hand inside.”
Quote in the paperSubstantial claim - Findingreasoning
If a0 lies between a_H and a_L, the long-run outcome is history dependent.
“Finally, if a 0 ∈ (a H ,a L ), then the long-run outcome is history dependent.”
Quote in the paperSubstantial claim - Findingreasoning
If competition is initially high, the economy converges to a = 1.
“However, if competition is initially high (δ t-1 = δ), capitalists make lower profits and do not have enough purchasing power to buy politicians.Consequently, in this case, there is no effective lobbying activity, procompetitive policies are never abandoned, and the economy converges to a =1.”
Quote in the paperSubstantial 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.
- Findingreasoning
Politicians will be bribed to switch from procompetitive policy δbar to anticompetitive policy δ when a_{t-1} is at most a_H.
“Similarly, politicians will be bribed to switch from a procompetitive policy δ t-1 = δ to an anticompetitive policy δ when a t-1 ≤ a H .”
Quote in the paperSubstantial claim - Findingreasoning
If the initial value of a lies between aH and aL, the long-run outcome depends on history.
“Finally, if a 0 ∈ (a H ,a L ), then the long-run outcome is history dependent.”
Quote in the paperSubstantial claim - Findingreasoning
If competition is initially low, capitalists earn higher monopoly profits and are wealthy enough to successfully lobby to keep anticompetitive policies in place.
“If competition is initially low, δ t-1 = δ, capitalists enjoy greater monopoly profits and are sufficiently wealthy to lobby successfully to maintain the anticompetitive policies (δ t-1 = δ) in place; the equilibrium is identical to case 1 and eventually ends up in a non convergence trap.”
Quote in the paperSubstantial 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.
- Findingreasoning
If competition is initially high, capitalists earn lower profits and lack enough purchasing power to buy politicians, so lobbying is ineffective and procompetitive policies are not abandoned.
“However, if competition is initially high (δ t-1 = δ), capitalists make lower profits and do not have enough purchasing power to buy politicians.Consequently, in this case, there is no effective lobbying activity, procompetitive policies are never abandoned, and the economy converges to a =1.”
Quote in the paperSubstantial 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.
- Findingreasoning
Capitalists' first-period earnings depend on δ_{t-1}, the competition policy at t-1.
“Capitalists' first-period earnings, on the other hand, depend on δ t-1 , the competition policy at t -1.”
Quote in the paperSubstantial claim - Findingnone given
Under some conditions, old capitalists will be willing to pay the entire first-period revenue to increase their monopoly power.
“Under some conditions, old capitalists will be willing to pay the entire first-period revenue to increase their monopoly power.”
Quote in the paperSubstantial claim - Findingreasoning
Capitalists will successfully bribe politicians when inequality (30) holds: δ_{t-1}(1-μ)σN(η+λγa_{t-1}) is at least H a_{t-1}.
“Therefore, capitalists will successfully bribe politicians when δ t-1 (1 -µ) σN (η + λγa t-1 ) ≥ Ha t-1 ,(30)”
Quote in the paperSubstantial claim - Findingreasoning
Restricting competition creates static losses.
“Although restricting competition creates static losses (recall equation ( 6)),”
Quote in the paperSubstantial claim - Findingreasoning
If competition is initially low, the economy eventually ends in a non-convergence trap.
“If competition is initially low, δ t-1 = δ, capitalists enjoy greater monopoly profits and are sufficiently wealthy to lobby successfully to maintain the anticompetitive policies (δ t-1 = δ) in place; the equilibrium is identical to case 1 and eventually ends up in a non convergence trap.”
Quote in the paperSubstantial 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.
- Findingown data
In the growth regressions, the interaction between distance to frontier and high barriers is negative.
“Distance to frontier * high barriers -0.078 -0.062 -0.072 -0.109 -0.214 -0.245”
Quote in the paperSubstantial claim - Findingreasoning
If φ is less than φbar, then δH is greater than δN.
“It is immediate to verify that if φ< φ then δ H >δ N (in particular, note that δ H is decreasing in φ and that δ H = δ N if and only if φ = φ).”
Quote in the paperSubstantial claim - Findingreasoning
If σ is less than 1/(1+r) and N is sufficiently large, both participation constraints are slack even when entrepreneurs inject all their retained earnings.
“Therefore, if N ≥ max {N Y ,N O } then both participation constraints are slack, even when entrepreneurs inject all their retained earnings.”
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.
- Findingreasoning
If δ is greater than δL, then old entrepreneurs operate large projects.
“N o ww es h o wt h a t ,i fδ>δ L , then old entrepreneurs operate large projects.”
Quote in the paperSubstantial claim - Findingown data
In the industry-level regressions, distance to frontier has a positive coefficient on R&D intensity.
“Distance to frontier 0.031 0.018 0.009 0.034 0.018 0.008”
Quote in the paperSubstantial claim - Findingreasoning
If δ is less than δH, then for all a, young entrepreneurs are assigned to small projects.
“We first show that if δ<δ H then, for all a, young entrepreneurs are assigned to small projects.”
Quote in the paperSubstantial claim - Findingreasoning
The myopic planner sets a_mfb less than â.
“Since the planner takes into account the cost of innovation, which is ignored by the growth-maximizing strategy, the myopic planner sets a mf b < â.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Postponing the move to the innovation-based strategy lowers growth, since the economy fails to exploit innovation opportunities fully.
“Delayed switch to the innovation-based strategy reduces growth because the economy is not making best use of innovation opportunities.”
Quote in the paperSubstantial claim - Interpretationreasoning
Because of the incentive compatibility constraint, profits are shared between the capitalist and the entrepreneur with shares 1-μ and μ after production.
“because of the incentive compatibility constraint (11) profits must be shared between the capitalist and the entrepreneur, with respective shares 1 -µ and µ, after production is realized.”
Quote in the paperSubstantial claim - Interpretationreasoning
As a country nears the world frontier and has less room to adopt or imitate, it becomes less likely to keep failed entrepreneurs.
“A corollary is that, as an economy approaches the world technology frontier and there remains less room for adoption and imitation, retention of unsuccessful entrepreneurs becomes less likely.”
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.
- Interpretationreasoning
Public support for the investment-based strategy can be beneficial because the strategy might not arise on its own even when it would improve growth or welfare, a result of the appropriability effect.
“Furthermore, as suggested by Gerschenkron, government intervention to encourage the investment-based strategy might be useful because that strategy may otherwise fail to emerge even when it would be good for growth or welfare.”
- Also stated in: § Abstract · hedged
“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, that encourage the investment-based strategy may be beneficial.”
Quote in the paperSubstantial claim - Also stated in: § Abstract · hedged
- Premisecitation
Earlier studies have not examined how institutions that boost growth at first may later slow it and produce a non-convergence trap.
“None of these papers, however, investigate how certain arrangements that are at first growth enhancing can later reduce growth and cause non convergence traps.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Greenwood and Jovanovic (1990)
Not checked in the free run.
- cites King and Levine (1993)
Not checked in the free run.
- cites Tong and Xu (2004)
Not checked in the free run.
- Interpretationreasoning
Credit-market imperfections and moral hazard can lead to underinvestment in equilibrium, with firms running small projects even when large projects are socially more efficient.
“Even when, absent moral hazard, it would be profitable for firms to pay the investment cost and operate the large project, credit-market imperfections and moral hazard can lead to underinvestment in equilibrium (i.e., firms may run small projects even though large projects are socially more efficient).”
Quote in the paperSubstantial claim - Interpretationreasoning
Entrepreneurs are credit constrained, forcing capitalists to bear most or all of the investment cost while appropriating only a fraction 1-μ of returns.
“Entrepreneurs, however, are credit constrained, and this forces capitalists to bear the bulk (sometimes the whole) of the investment cost, although they appropriate only a fraction 1 -µ of the returns.”
Quote in the paperSubstantial claim - Interpretationreasoning
Competition among old capitalists implies that the value of an old high-skill entrepreneur is no greater than the maximum of the value of an old low-skill entrepreneur and the expected value of a young entrepreneur.
“Competition between old capitalists then implies thatfoot_7 V * t (e = O, z = H) ≤ max[V * t (e = O, z = L) ,E t V * t (e = Y )].(15)”
Quote in the paperSubstantial claim - Interpretationreasoning
A development threshold exists: if an economy remains in the investment-based strategy past it, it becomes trapped and convergence to the frontier ceases.
“More important, there exists a level of development (distance to frontier) such that, if an economy does not switch out of the investment-based strategy before this threshold, it will be stuck in a non convergence trap where convergence to the frontier stops.”
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.
- Interpretationreasoning
In the long run, the investment-based strategy may impose social costs: the rent-shield effect can dominate the appropriability effect and keep an economy in that strategy longer than desirable.
“Nevertheless, our analysis also reveals that the investment-based strategy can be socially costly in the long run.”
- Also stated in: § 1 I · hedged
“This effect can outweigh the appropriability effect and imply that an economy may stay in the investmentbased strategy too long.”
- Also stated in: § Abstract · hedged
“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.”
Quote in the paperSubstantial claim - Also stated in: § 1 I · hedged
- Interpretationreasoning
Underinvestment is more severe when firms hire young entrepreneurs with no wealth, forcing capitalists to bear the entire investment cost.
“The underinvestment problem tends to be more severe when firms hire young entrepreneurs who have no wealth and so force capitalists to bear the entire investment cost.”
Quote in the paperSubstantial claim - Interpretationreasoning
In the parameter region where δ lies between δ_L and δ_H, refinancing an old low-skill entrepreneur may be profitable because it mitigates the credit-market imperfection.
“we now restrict attention to the region of the parameter space where the trade-off emphasized in this paper emerges more clearly: refinancing an old entrepreneur who has proven to be of low skill may be profitable because it mitigates the credit-market imperfection.”
Quote in the paperSubstantial claim - Interpretationreasoning
An equilibrium with R_t=1 corresponds to an investment-based strategy with greater investments, longer-term relationships, and protection of older entrepreneurs from younger competition.
“we can think of an equilibrium with R t =1as corresponding to an investment-based strategy, where firms undertake greater investments even at the expense of sacrificing entrepreneurial selection.This strategy involves longer-term relationships (entrepreneurs are never terminated) and the protection of older entrepreneurs from the competition of younger ones.”
Quote in the paperSubstantial claim - Interpretationreasoning
A higher δ implies greater profits and retained earnings for old entrepreneurs, which they use to shield themselves against competition from young entrepreneurs, making their retention more likely.
“Second, as shown by ( 17), ah i g h e rδ implies greater profits and greater retained earnings for old entrepreneurs, which they can use to shield themselves against competition from young entrepreneurs, making their own retention more likely.”
Quote in the paperSubstantial claim - Interpretationnone given
A higher μ reduces the profit differential between hiring a young versus an old low-skill entrepreneur.
“On the other hand, a higher µ reduces the profit differential between hiring a young versus an old low-skill entrepreneur.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Old entrepreneurs can bear part of the investment cost by injecting retained earnings.
“Old entrepreneurs, in contrast, can bear part of the cost by injecting their retained earnings.”
Quote in the paperSubstantial claim - Interpretationnone given
If there is no switch to the innovation-based regime, the economy gets stuck in a non-convergence trap and will not converge to the frontier.
“Second, if there is no switch to the innovation-based regime, the economy will get stuck in a non convergence trap and will not converge to the frontier.”
Quote in the paperSubstantial claim - Interpretationreasoning
The analysis may shed light on why some economies such as Brazil, Mexico, and Peru, which initially grew rapidly with protectionist policies, were overtaken by economies such as Hong Kong and Singapore with more competitive policies.
“It may also shed some light on why some economies (e.g.Brazil, Mexico, Peru) that initially grew relatively rapidly with highly protectionist policies were then overtaken by economies (e.g.Hong Kong, Singapore), with more competitive policies.”
Quote in the paperSubstantial claim - Interpretationreasoning
Starting from an economy with â exceeding a_r and a_{t-1} between a_r and â, an increase in δ may induce the investment-based strategy and secure more rapid growth.
“For example, starting with an economy featuring â>a r (µ, δ) and a t-1 ∈ (a r (µ, δ) , â), an increase in δ (a reduction in competition) may induce the investment-based strategy in this range and secure more rapid growth.”
Quote in the paperSubstantial claim - Interpretationreasoning
The result illustrates that rigid institutions associated with less competitive market structures supporting investment-based strategy become more costly as an economy approaches the world technology frontier.
“This result further illustrates the claim made in the Introduction that those rigid institutions associated with the less competitive market structures supporting the investment-based strategy become more costly as an economy approaches the world technology frontier.”
Quote in the paperSubstantial claim - Interpretationreasoning
In an equilibrium allocation with a_r(μ,δ) below â, a policy intervention that encourages greater investment will increase growth over the range a between a_r(μ,δ) and â.
“Consider an equilibrium allocation with a r (µ, δ) < â,w h e r et h ee c o n o m y switches out of the investment-based strategy before the growth-maximizing threshold.A policy intervention that encourages greater investment will increase growth over the range a ∈ (a r (µ, δ) , â).”
Quote in the paperSubstantial claim - Interpretationreasoning
Limiting product market competition may later become harmful to growth, preventing convergence to the frontier.
“However, our previous discussion of non convergence traps also underscored that limiting product market competition may later become harmful to growth, preventing convergence to the frontier.”
Quote in the paperSubstantial claim - Interpretationreasoning
Less competitive environments may foster growth at early stages of development, far from the technology frontier.
“One implication of the foregoing discussion is that less competitive environments may foster growth at early stages of development (far from the technology frontier).”
Quote in the paperSubstantial claim - Interpretationreasoning
For some parameter values far from the world technology frontier, the growth rate can be increased by inducing the economy to stay longer in the investment-based regime.
“Finally, for some parameter values far from the world technology frontier, the growth rate can be increased by inducing the economy to stay longer in the investment-based regime.”
Quote in the paperSubstantial claim - Interpretationnone given
Low competition may have detrimental effects in the long run.
“Low competition, on the other hand, may have detrimental effects in the long-run.”
Quote in the paperSubstantial claim - Interpretationreasoning
Starting from a_r(μ,δ) below â, anticompetitive policies close the gap between the equilibrium threshold and the growth-maximizing threshold.
“Starting from a situation where a r (µ, δ) < â, anticompetitive policies close the gap between the equilibrium threshold and the growth-maximizing threshold.”
Quote in the paperSubstantial claim - Interpretationreasoning
The dynamic equilibrium typically starts with an investment-based regime featuring high investment and long-term relationships, then switches to an innovation-based regime featuring lower investment, younger firms, and more selection as the economy approaches the frontier.
“First, the dynamic equilibrium typically starts with the investment-based regime, which features high investment and long-term relationships.As the economy approaches the world technology frontier, this is followed by a switch to an innovation-based regime featuring lower investment, younger firms and more selection.”
Quote in the paperSubstantial claim - Interpretationreasoning
This type of intervention may have long-run costs unless it is abandoned at later stages of development.
“However, the second observation points out that this type of intervention may have long-run costs unless it is abandoned at later stages of development.”
Quote in the paperSubstantial claim - Interpretationreasoning
Capitalists will be able to bribe politicians as long as their maximum bribe, given by first-period earnings, exceeds the cost of buying politics.
“This implies that they will be able to bribe the politicians as long as the maximum bribe they can pay which is given by their first-period earnings exceeds the cost of buying politics.”
Quote in the paperSubstantial claim - Interpretationreasoning
To the extent that economic power buys political power, groups enriched by anticompetitive policies can be influential in opposing changes.
“To the extent that economic power buys political power, say, via lobbying, these groups can be quite influential in opposing such changes.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The other steady-state political equilibrium leads to a political economy trap with investment-based strategy throughout and no convergence to the 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 paperSubstantial 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.
- Interpretationreasoning
Institutions appropriate for early stages of development become inappropriate for an economy close to the frontier.
“Institutions that are appropriate for early stages of development therefore become inappropriate for an economy close to the frontier.”
Quote in the paperSubstantial claim - Interpretationreasoning
When the model is extended with a political process of possible lobby capture of politicians, it predicts multiple steady-state political equilibria.
“In conclusion, when our theory is augmented with a stylized political process describing the possible capture of politicians by lobbies, it predicts multiple steady state political equilibria.”
Quote in the paperSubstantial 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.
- Interpretationreasoning
The presence of retained earnings that incumbent entrepreneurs can use to shield themselves from competition makes the investment-based strategy persist for too long.
“In contrast, the presence of retained earnings that incumbent entrepreneurs can use to shield themselves from competition makes the investment-based strategy persist for too long.”
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.
- Interpretationreasoning
The organization of firms and production should be different in industries closer to the world technology frontier.
“In particular, our analysis suggests that the organization of firms and of production should be different in industries that are closer to the world technology frontier.”
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.
- Interpretationreasoning
The same reasoning extends to cross-industry comparisons.
“Even though much of the emphasis in this paper is on cross-country comparisons, the same reasoning also extends to cross-industry comparisons.”
Quote in the paperNot a substantial 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.
- Interpretationreasoning
A standard appropriability effect, because firms do not internalize the greater consumer surplus they create by investing more, implies that the switch tends to occur too soon.
“A standard appropriability effect, resulting from the fact that firms do not internalize the greater consumer surplus they create by investing more, implies that the switch tends to occur too soon.”
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.
- Interpretationreasoning
Firms in countries far from the technology frontier pursue an investment-based strategy.
“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.
- Interpretationreasoning
Anticompetitive policies can lead to a non-convergence trap in which the economy never switches out of the investment-based strategy and fails to converge to the world technology frontier.
“Nevertheless, anticompetitive policies can also lead to a non convergence trap whereby the economy never switches out of the investment-based strategy and fails to converge to the world technology frontier.”
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.
- Interpretationnone given
Selection of high-skill entrepreneurs and firms is more important for innovation than for adoption.
“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 paperNot a substantial 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.
- Interpretationreasoning
The closer an economy is to the world technology frontier, the greater the relative importance of innovation versus imitation as a source of productivity growth.
“The closer an economy is to the world technology frontier, the higher the relative importance of innovation relative to imitation as a source of productivity growth.”
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.
- Interpretationreasoning
Government policy aimed at improving short-run resource allocation, such as encouraging investment-based strategy, may have unintended adverse long-run consequences.
“Second, it also suggests that potentially well-meaning government policy directed at improving the short run allocation of resources (e.g., by encouraging the investment-based strategy) may have unintended adverse long-run consequences.”
Quote in the paperSubstantial 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.
- Interpretationreasoning
An economy with sufficiently high μ and δN switches to an innovation-based strategy too late.
“Therefore, an economy with sufficiently high µ and δN will switch to an innovation-based strategy too late, since it would feature a r (µ, δ) > â.”
Quote in the paperSubstantial claim - Interpretationreasoning
Closer to the technology frontier, there is an equilibrium switch to an innovation-based strategy.
“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.
- Interpretationreasoning
Economies may switch out of the investment-based strategy too soon or too late.
“We showed that economies may switch out of the investment-based strategy too soon or too late.”
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.
- Interpretationreasoning
Political economy traps are more likely when there are fewer checks and balances on politicians.
“First, since a H and a L are decreasing in H, the analysis demonstrates that political economy traps are more likely when there are fewer checks and balances on politicians.”
Quote in the paperSubstantial 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.
- Interpretationreasoning
Closer to the technology frontier, there is less room for copying and adopting well-established technologies.
“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. 58
- The quote only partly states this claim. 2
- Classified as probably not a substantial claim. 5
May combine two claims.
Findingown dataIn 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- Also stated in: § FIGURE 1 · plain
May combine two claims.
Findingown dataIn 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 dataIn 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- Also stated in: § 2.1 E · hedged
May combine two claims.
Findingown dataIn 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- Also stated in: § FIGURE 1 · plain
May combine two claims.
FindingreasoningHigh-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- Also stated in: § 2. · plain
May combine two claims.
FindingreasoningIf 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 claimMay combine two claims.
Findingown dataIn 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- Also stated in: § FIGURE 1 · plain
May combine two claims.
Findingown dataIn 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- Also stated in: § FIGURE 1 · plain
The quote only partly states this claim.
Findingnone givenUnder 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.
FindingreasoningThe 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 claimMay combine two claims.
FindingreasoningAn 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 claimMay combine two claims.
FindingreasoningAt 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 claimMay combine two claims.
FindingreasoningFor 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 claimMay combine two claims.
FindingreasoningWhen 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 claimMay combine two claims.
FindingreasoningThe 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- Also stated in: § 2. · plain
May combine two claims.
FindingreasoningAn 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 claimMay combine two claims.
FindingreasoningIf 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 claimMay combine two claims.
FindingreasoningThe 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 claimMay combine two claims.
Findingnone givenGiven 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 claimMay combine two claims.
FindingreasoningIf 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- Also stated in: § 5.1 P A I · plain
May combine two claims.
FindingreasoningIn 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 claimMay combine two claims.
FindingreasoningIf 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 claimMay combine two claims.
Findingown dataIf 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 claimMay combine two claims.
FindingreasoningA 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 claimMay combine two claims.
Findingreasoninga_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 claimMay combine two claims.
FindingreasoningIf 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.
FindingreasoningIf 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 claimMay combine two claims.
FindingreasoningWhen 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 claimProbably not a substantial claim: may not pass S4 (based).
FindingreasoningCapitalists 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 claimMay combine two claims.
FindingreasoningBoth 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe 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 claimMay combine two claims.
InterpretationreasoningBecause 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 claimMay combine two claims. The quote only partly states this claim.
InterpretationreasoningThe 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 dataThe 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 claimMay combine two claims.
InterpretationreasoningWhen 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.
InterpretationreasoningInvestment-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 claimMay combine two claims.
InterpretationreasoningThe 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.
InterpretationreasoningThe 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.
- Also stated in: § 1 I · hedged
May combine two claims.
Interpretationown dataAlthough 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 claimMay combine two claims.
InterpretationreasoningOld 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 claimMay combine two claims.
Study design and conductcitationBecause 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.
- Also stated in: § FIGURE 1 · plain
May combine two claims.
InterpretationreasoningA 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 claimMay combine two claims.
InterpretationreasoningAn 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 claimMay combine two claims.
InterpretationreasoningA 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 claimMay combine two claims.
InterpretationreasoningRetained 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 claimMay combine two claims.
InterpretationreasoningIf 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 claimMay combine two claims.
InterpretationreasoningCompetitive 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 claimMay combine two claims.
InterpretationreasoningWhile 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 claimMay combine two claims.
InterpretationreasoningThe 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 claimClassified as probably not a substantial claim.
InterpretationreasoningGovernments 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 claimMay combine two claims.
InterpretationreasoningIn 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- Also stated in: § 4.4 G -S T L · plain
May combine two claims.
InterpretationreasoningOnce 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 claimMay combine two claims.
InterpretationreasoningGroups 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 claimMay combine two claims.
InterpretationreasoningOne 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.
InterpretationreasoningThe 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 claimMay combine two claims.
InterpretationreasoningAn 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 claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningThis 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 claimMay combine two claims.
InterpretationreasoningAnticompetitive 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 claimMay combine two claims.
InterpretationreasoningSpecial 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 claimMay combine two claims.
InterpretationreasoningThe 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.
InterpretationreasoningBarriers 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 claimMay combine two claims.
InterpretationreasoningThe 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.
InterpretationreasoningPolicies 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.
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.”
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
MajorThe stated column 4 coefficients are -0.036 and -0.105, whereas Table 2 reports -0.039 and -0.109.
“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).”
“Distance to frontier * high barriers -0.078 -0.062 -0.072 -0.109 -0.214 -0.245 (0.028) (0.013) (0.016) (0.047) (0.072) (0.080) Distance to frontier * low barriers -0.028 0.009 -0.018 -0.039 -0.035 -0.046”
Cross-sectional estimates disagree with Table 2
MajorFor 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.
“α 1,LB is estimated as -0.021 (S.E.=0.030), while α 1,HB is -0.073 (S.E.=0.029).”
“Distance to frontier * high barriers -0.078 -0.062 -0.072 -0.109 -0.214 -0.245 (0.028) (0.013) (0.016) (0.047) (0.072) (0.080) Distance to frontier * low barriers -0.028 0.009 -0.018 -0.039 -0.035 -0.046”
Instrumental-variable estimates disagree with Table 2
MinorNeither 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.
“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).”
“Distance to frontier * high barriers -0.078 -0.062 -0.072 -0.109 -0.214 -0.245 (0.028) (0.013) (0.016) (0.047) (0.072) (0.080) Distance to frontier * low barriers -0.028 0.009 -0.018 -0.039 -0.035 -0.046”
Appendix reverses frontier-technology growth
MinorEquation (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).
“Equation ( 7) implies that Āt-1 = Āt-2 / (1 + g)”
“Āt = Ā0 (1 + g) t .(7)”
Growth outcome changes from per capita to per worker
MinorThe description of the cross-sectional regression calls its outcome GDP-per-capita growth, while the Table 2 note identifies GDP-per-worker growth.
“For the cross-sectional regressions, per capita GDP growth rates are for 1965-95, and the initial data are for 1965.”
“the dependent variable is the annual average growth rate of GDP per worker (in PPP terms) over the period 1965-95.”
Positive retained earnings disappear from firm costs
MinorGiven 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.
“Under this assumption, the term max[κ Āt-1 -RE t , 0] in the right hand-side of ( 18) simplifies to κ Āt-1 for all δ ∈ (δ L ,δ H ).”
“To simplify the discussion, we wish to ensure that κ Āt-1 >R E t”
R&D intensity has two different denominators
MinorThe text defines R&D intensity using sales, but Table 1 says its dependent variable uses value added.
“RD ict (R&D divided by sales)”
“The dependent variable is the ratio of R&D over value added at the 2/3 digit level.”
Claimed 1% significance conflicts with Table 2
MinorThe 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.
“at the 1% level with years of schooling in the regression.”
“p -value difference interaction coeffs.0.219 0.002 0.061 0.237 0.041 0.035”
Interaction effect is assigned to the wrong coefficient
MinorIn the displayed regression, β3 multiplies proximity to frontier by barriers. The subsequent description instead calls β2 the interaction term, although β2 multiplies proximity alone.
“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).”
“g i,t = β 0 + β 1 B i + β 2 y i,t-1 y US,t-1 + β 3 y i,t-1 y US,t-1 B i + d i + f t + ε it ; here B i denotes the level of barriers in country i,a n dβ 3 is the coefficient of interest.”
Barrier-group counts are reversed
MinorThe listed low-barrier group contains 19 countries, not 23; the listed high-barrier group contains 23, not 19.
“This implies that nineteen countries are classified as high barrier and twenty-three countries as low barrier.”
“Our low-barrier group includes: Chile, Ghana, Hong Kong, India, Israel, Jamaica, Malaysia, Nigeria, Pakistan, Peru, Singapore, South Africa, Sri Lanka, Taiwan, Thailand, Tunisia, Uruguay, Zambia, and Zimbabwe; the high-barrier group includes Argentina, Bolivia, Brazil, Burkina Faso, Colombia, Dominican Republic, Ecuador, Egypt, Indonesia, Jordan, Kenya, Korea, Madagascar, Malawi, Mali, Mexico, Morocco, Mozambique, the Philippines, Senegal, Tanzania, Uganda, and Venezuela.”
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Grossman, G. M., & Helpman, E. (1999) · American Economic Review · doi:10.1257/aer.89.3.501 · Cited by 158 · see citing works
Information Accumulation in Development
Acemoğlu, D., & Zilibotti, F. (1999) · Journal of Economic Growth · doi:10.1023/a:1009833807671 · Cited by 103 · see citing works
Self-citationTing, M. M., Grossman, G. M., & Helpman, E. (2003) · Southern Economic Journal · doi:10.2307/1061707 · Cited by 61 · see citing works
Which Capitalism? Lessons from the East Asian Crisis
Horan, S. M. (1999) · CFA Digest · doi:10.2469/dig.v29.n3.506 · Cited by 59 · see citing works
Embedded Autonomy: States and Industrial Transformation.
Form, W. H., & Evans, P. F. (1997) · Administrative Science Quarterly · doi:10.2307/2393814 · Cited by 46 · see citing works
Contracting Productivity Growth
François, P., & Roberts, J. (2003) · The Review of Economic Studies · doi:10.1111/1467-937x.00237 · Cited by 43 · see citing works
Did Import Substitution Promote Growth in the Late Nineteenth Century?
Irwin, D. A. (2002) · National Bureau of Economic Research · doi:10.3386/w8751 · Cited by 37 · see citing works
Monopolies life cycle, bureaucratization, and Schumpeterian growth
Verdier, T. (1999) · Americanae (AECID Library) · Cited by 9 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- 2002, Institutions, Institutional Change and the Distribution of Wealth.
- 1997, Technology, Mobility, and Growth., American Economic Review, 87, 363
- 2004, Financial Institutions and the Wealth of Nations: Tales of Development.
Cited by
Sorted by citations
Chapter 12 Finance and Growth: Theory and Evidence
Levine, R. (2005) · Handbook of Economic Growth · doi:10.1016/s1574-0684(05)01012-9 · Cited by 2,889 · see citing works
Song, Z., Storesletten, K., & Zilibotti, F. (2011) · American Economic Review · doi:10.1257/aer.101.1.196 · Cited by 1,741 · see citing works
Self-citationThe Effect of Financial Development on Convergence: Theory and Evidence*
Aghion, P., Howitt, P., & Mayer-Foulkes, D. (2005) · Quarterly Journal of Economics · doi:10.1162/qjec.2005.120.1.173 · Cited by 962 · see citing works
Self-citationEconomic reforms and industrial policy in a panel of Chinese cities
Alder, S., Shao, L., & Zilibotti, F. (2016) · Journal of Economic Growth · doi:10.1007/s10887-016-9131-x · Cited by 435 · see citing works
Self-citationHuman capital and industrialization: Evidence from the age of enlightenment
Squicciarini, M. P., & Voigtländer, N. (2015) · The Quarterly Journal of Economics · doi:10.1093/qje/qjv025 · Cited by 384 · see citing works
Finance, Growth, and Inequality
Levine, R. (2021) · IMF Working Papers · doi:10.5089/9781513583365.001 · Cited by 62 · see citing works
Innovation, competition and productivity: Firm‐level evidence for Eastern Europe and Central Asia
Friesenbichler, K., & Peneder, M. (2016) · Economics of Transition · doi:10.1111/ecot.12100 · Cited by 49 · see citing works
Is too much liquidity harmful to economic growth?
Chu, L. K., & Chu, H. V. (2020) · The Quarterly Review of Economics and Finance · doi:10.1016/j.qref.2019.07.002 · Cited by 18 · see citing works
- Authors
- Acemoglu, D., Aghion, P., & Zilibotti, F.
- Affiliations
- Harvard University (US)
- Peterson Institute for International Economics (US)
- Venue
- Journal of the European Economic Association
- Publisher
- Oxford University Press (OUP)
- 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
- bronze
- doi.org
- 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.
What counts as a claim ›How we measure confidence ›How we check this ›
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