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An IERI – International Educational Research Institute Journal

Table 6 Tobit regression results on input-oriented technical efficiency

From: Managerial practices and school efficiency: a data envelopment analysis across OECD and MENA countries using TIMSS 2019 data

 

(1) All countries

(2) OECD

(3) MENA

Coefficients (Std. Error)

Coefficients (Std. Error)

Coefficients (Std. Error)

Constant

0.693 *** (0.011)

0.6058 *** (0.014)

0.785 *** (0.014)

Resource management

 Math resource availability

− 0.007 * (0.003)

− 0.004 (0.004)

− 0.010 * (0.004)

 Science resource availability

− 0.014 *** (0.002)

− 0.011 *** (0.004)

− 0.014 *** (0.004)

People management

 Experience of school principal

− 0.000 * (0.000)

− 0.000 (0.000)

− 0.000 ** (0.000)

 Student targets and motivation to meet goals

0.0459 *** (0.012)

0.020 (0.017)

0.055 ** (0.0172)

 Student discipline

0.004 *** (0.000)

0.005 *** (0.001)

0.003 *** (0.001)

 Teachers’ targets and motivation to meet goals

0.045 ** (0.015)

− 0.015 (0.021)

0.065 ** (0.023)

 Teacher presenteeism

− 0.029 *** (0.007)

0.006 (0.011)

− 0.040 *** (0.010)

 Parental involvement

0.058 *** (0.010)

0.131 *** (0.015)

0.001 (0.014)

 Country fixed effects

Yes

Yes

Yes

 Observations

5164

2574

2590

 Log-likelihood

6804.764

3129.765

3788.314

 

10293 df

5128 df

5156 df

  1. The table reports the estimates of Tobit regression for the entire sample of schools in MENA and OECD countries in TIMSS 2019 with input-oriented technical efficiency taken as the dependent variable
  2. *p < 0.1
  3. **p < 0.05
  4. ***p < 0.01