Table 3

Regressions of 6-year changes in value-added on 6-year changes in log air population access, 2001–2007

(1)(2)(3)(4)
Geographical subsetValue-addedValue-addedValue-addedValue-added
Incidentally treatedIncidentally treatedIncidentally treatedIncidentally treated
Air transport0.3036**0.25610.3079*0.2479
access(0.1453)(0.1849)(0.1607)(0.1536)
1 SD effect size[0.0553][0.0466][0.0560][0.0451]
Observations3965396538843965
R20.46030.46580.46250.4709
Production input controlsYesYesYesYes
Industry trendsTwo digitTwo digitTwo digitTwo digit
Nearest 2000 airport trendsYesYesYesYes
Initial access trendsYesYesYesYes
Additional controlsCensus and geographicPre-2000 population trend dummiesProvince dummies
(1)(2)(3)(4)
Geographical subsetValue-addedValue-addedValue-addedValue-added
Incidentally treatedIncidentally treatedIncidentally treatedIncidentally treated
Air transport0.3036**0.25610.3079*0.2479
access(0.1453)(0.1849)(0.1607)(0.1536)
1 SD effect size[0.0553][0.0466][0.0560][0.0451]
Observations3965396538843965
R20.46030.46580.46250.4709
Production input controlsYesYesYesYes
Industry trendsTwo digitTwo digitTwo digitTwo digit
Nearest 2000 airport trendsYesYesYesYes
Initial access trendsYesYesYesYes
Additional controlsCensus and geographicPre-2000 population trend dummiesProvince dummies

Notes: Table reports coefficients and standard errors from regression of 2007–2001 changes in log firm gross output on 2006–2000 changes in the air transport access index. Air transport access is sum of inverse travel time weighted census 2000 county populations. Travel times imputed as described in text. Data from Annual Survey of Industrial Firms 2007 and 2001, aggregated to county or two-digit industry-by-county cells. Standard errors clustered on nearest airport (approximately 77 clusters). All regressions include controls for firm log employment, log employment squared, log fixed assets, log fixed assets squared and log employment × log assets. All regressions include controls for initial nearest airport fixed effects based on Year 2000 airports (approximately 57). Initial access trend control is the air transport access index in the first year of each period. Census and geographic controls are: 2000 census proportion high school educated proportion unemployed, proportion disabled; minority ethnic county dummy; dryness, days above 10°C, mean temperature, elevation, precipitation, straight line distance to coast, distance to provincial capital, distance to national border, urban district dummy. Pre-2000 population trend dummies are for 40 quantiles of the distribution of the 1990–2000 census change in population. Province dummies: dummies for each Chinese province (up to 23 in restricted sample). Incidentally treated geographical subset is subset of counties for which absolute value of difference between nearest airport distance at beginning of period (2000) and distance to new airports constructed during time period (2000–2006) is <60% of the distance at beginning of period. Value-added is nominal. Values deflated using province-year-specific consumer price indices yield almost identical results. Significance: ***1%, **5%, *10%.

Table 3

Regressions of 6-year changes in value-added on 6-year changes in log air population access, 2001–2007

(1)(2)(3)(4)
Geographical subsetValue-addedValue-addedValue-addedValue-added
Incidentally treatedIncidentally treatedIncidentally treatedIncidentally treated
Air transport0.3036**0.25610.3079*0.2479
access(0.1453)(0.1849)(0.1607)(0.1536)
1 SD effect size[0.0553][0.0466][0.0560][0.0451]
Observations3965396538843965
R20.46030.46580.46250.4709
Production input controlsYesYesYesYes
Industry trendsTwo digitTwo digitTwo digitTwo digit
Nearest 2000 airport trendsYesYesYesYes
Initial access trendsYesYesYesYes
Additional controlsCensus and geographicPre-2000 population trend dummiesProvince dummies
(1)(2)(3)(4)
Geographical subsetValue-addedValue-addedValue-addedValue-added
Incidentally treatedIncidentally treatedIncidentally treatedIncidentally treated
Air transport0.3036**0.25610.3079*0.2479
access(0.1453)(0.1849)(0.1607)(0.1536)
1 SD effect size[0.0553][0.0466][0.0560][0.0451]
Observations3965396538843965
R20.46030.46580.46250.4709
Production input controlsYesYesYesYes
Industry trendsTwo digitTwo digitTwo digitTwo digit
Nearest 2000 airport trendsYesYesYesYes
Initial access trendsYesYesYesYes
Additional controlsCensus and geographicPre-2000 population trend dummiesProvince dummies

Notes: Table reports coefficients and standard errors from regression of 2007–2001 changes in log firm gross output on 2006–2000 changes in the air transport access index. Air transport access is sum of inverse travel time weighted census 2000 county populations. Travel times imputed as described in text. Data from Annual Survey of Industrial Firms 2007 and 2001, aggregated to county or two-digit industry-by-county cells. Standard errors clustered on nearest airport (approximately 77 clusters). All regressions include controls for firm log employment, log employment squared, log fixed assets, log fixed assets squared and log employment × log assets. All regressions include controls for initial nearest airport fixed effects based on Year 2000 airports (approximately 57). Initial access trend control is the air transport access index in the first year of each period. Census and geographic controls are: 2000 census proportion high school educated proportion unemployed, proportion disabled; minority ethnic county dummy; dryness, days above 10°C, mean temperature, elevation, precipitation, straight line distance to coast, distance to provincial capital, distance to national border, urban district dummy. Pre-2000 population trend dummies are for 40 quantiles of the distribution of the 1990–2000 census change in population. Province dummies: dummies for each Chinese province (up to 23 in restricted sample). Incidentally treated geographical subset is subset of counties for which absolute value of difference between nearest airport distance at beginning of period (2000) and distance to new airports constructed during time period (2000–2006) is <60% of the distance at beginning of period. Value-added is nominal. Values deflated using province-year-specific consumer price indices yield almost identical results. Significance: ***1%, **5%, *10%.

Close
This Feature Is Available To Subscribers Only

Sign In or Create an Account

Close

This PDF is available to Subscribers Only

View Article Abstract & Purchase Options

For full access to this pdf, sign in to an existing account, or purchase an annual subscription.

Close