Two-stage least squares instrument variable (IV) model, fixed effects
| (1) | (2) | |
|---|---|---|
| HP | ROT | |
| IV ROT | 0.404** | |
| (2.99) | ||
| IV HP | −0.00786 | |
| (−0.03) | ||
| Unemp | −0.0283*** | 0.00455 |
| (−5.24) | (0.44) | |
| Rentals | 0.0301 | −0.0530* |
| (1.41) | (−2.04) | |
| Density | 0.340** | −0.425** |
| (2.59) | (−3.28) | |
| Urban | −0.171** | 0.0351 |
| (−3.10) | (0.42) | |
| Pop | 0.263* | |
| (2.28) | ||
| Inc | 0.137 | 0.758*** |
| (1.03) | (4.38) | |
| Tax | 0.523* | −1.410*** |
| (2.25) | (−7.81) | |
| Constant | 4.648*** | −5.776*** |
| (3.47) | (−3.87) | |
| Fixed municipalities | Yes | Yes |
| Fixed-year effects | Yes | Yes |
| AIC | −8038.7 | −5972.1 |
| Hausman test | 0.00 | 0.00 |
| F-test of excluded instruments | 30.73 | 19.42 |
| Andersson Canonical correlation LM statistics | 33.01 | 20.91 |
| Cragg-Donald Wald F statistics | 30.73 | 19.42 |
| Stock-Yogo critical values | 16.38 | 16.38 |
| Observations | 4,060 | 4,060 |
| (1) | (2) | |
|---|---|---|
| HP | ROT | |
| IV ROT | 0.404** | |
| (2.99) | ||
| IV HP | −0.00786 | |
| (−0.03) | ||
| Unemp | −0.0283*** | 0.00455 |
| (−5.24) | (0.44) | |
| Rentals | 0.0301 | −0.0530* |
| (1.41) | (−2.04) | |
| Density | 0.340** | −0.425** |
| (2.59) | (−3.28) | |
| Urban | −0.171** | 0.0351 |
| (−3.10) | (0.42) | |
| Pop | 0.263* | |
| (2.28) | ||
| Inc | 0.137 | 0.758*** |
| (1.03) | (4.38) | |
| Tax | 0.523* | −1.410*** |
| (2.25) | (−7.81) | |
| Constant | 4.648*** | −5.776*** |
| (3.47) | (−3.87) | |
| Fixed municipalities | Yes | Yes |
| Fixed-year effects | Yes | Yes |
| AIC | −8038.7 | −5972.1 |
| Hausman test | 0.00 | 0.00 |
| 30.73 | 19.42 | |
| Andersson Canonical correlation LM statistics | 33.01 | 20.91 |
| Cragg-Donald Wald | 30.73 | 19.42 |
| Stock-Yogo critical values | 16.38 | 16.38 |
| Observations | 4,060 | 4,060 |
Note(s): p < 0.05, **p < 0.01, ***p < 0.001. The dependent variable is house prices (HP) in the first model and renovation per capita in the second model (ROT). The independent variables included are unemployment (unemp), the share of rental dwelling of total housing stock (rental), population density (density), urbanisation (urban), population (pop), income (inc), and income tax (tax). Municipality spending on culture per capita is the instrument variable for the endogenous variable house price, and the cost of housing construction (excluding the cost of land) is the instrument variable for renovation. All variables are transformed into a natural logarithm. The statistics for t are in parentheses. STATA 17 has been used. Commands: ivreg2, xtivreg, and hausman
Source(s): Secondary data from Statistics Sweden and calculations by the authors
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