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. 2023 Jul 21;13:11785. doi: 10.1038/s41598-023-38400-6

Table 3.

Granger causality tests between ERKs series and single survey questions.

ERK series Evaluation of the economic situation in Italy Evaluation of the household economic situation Evaluation of the household budget Current opportunities for Savings Current opportunities of purchasing durable goods Expectations on the economic situation of Italy Unemployment expectations Expectations on the household economic situation Future possibilities for savings
Covid 0.52 7.16*** 0.11 1.48 0.05 0.47 8.87*** 6.41*** 0.56
Lockdown 0.8 7.31*** 0.19 1.53 0.01 0.07 5.51*** 5.07*** 0.44
Unemployment 0.75 6.57*** 0.58 2.53 4.93** 3.08* 0.99 2.88* 2.07
Quantitative easing 0.9 8.14*** 0.12 1.74 1.04 2.81* 0.23 0.4 0.91
Economic crisis 0.53 6.62*** 0.13 5.15*** 0.02 0.48 0.19 0.09 2.41
Interest rate 4.21** 6.89*** 0.14 3.63** 2.44 0.82 0.54 0.4 6.2**
Monetary politics 4.89*** 8.84*** 0.3 2.02 1.78 2.58 0.7 0.33 1.52
European community 1.05 6.57*** 0.17 4.52*** 2.89* 1.08 0.39 0.26 1.02
Financial markets 1.02 7.97*** 0.14 1.68 3.15* 0.67 0.76 0.07 0.28
EU 2.42 5.93*** 4.21** 4.11** 1.94 0.13 0.37 0.14 10.01***
Unions 1.41 6.96*** 5.88** 1.59 0.19 0.56 0.35 0.76 0.94
Strikes 1.21 7.24*** 0.78 1.56 0.71 0.08 0.09 0.57 0.29
Deficit 0.85 6.2*** 0.58 2.15 0.55 0.08 2.17 0.35 0.94
Taxation 1.93 5.55*** 0.29 2.96* 0.14 1.71 0.07 0.07 0.37
Btp-bot 3.36* 5.94*** 0.13 1.48 5.37** 1.39 2.68 0.32 1.86
Prices 2.55 5.9*** 1.47 3.35** 6.32** 0.67 1.4 0.07 0.3
Italian stock exchange 3.51* 7.84*** 0.26 3.5* 2.3 0.92 0.74 0.41 2.4
Bank of Italy 0.54 7.09*** 0.3 1.63 2.44 1.04 0.05 1.37 1.38
smartworking 2.39 6.89*** 1.82 1.69 0.15 0.21 2.41 0.11 0.36
Junkbond 0.71 7.2*** 0.52 1.72 3.08* 3.59* 0.26 0.88 1.27
House 0.61 7.11*** 0.73 1.59 0.29 3.21** 0.06 0.13 0.21
Purchase 2.33 7.2*** 0.27 1.54 3.71* 2.26 0.24 1.41 8.04***
Rent 3.18** 7.03*** 0.12 1.7 0.24 0.76 0.28 0.11 0.99
Car 7.59*** 6.99*** 2.16 3.46* 0.02 0.91 0.96 0.63 1.08
Incomes 2.63 5.58*** 0.4 2.01 3.06* 0.53 0.19 0.95 0.73
Employee loans 0.59 7.04*** 0.34 1.94 2.94* 2.94* 0.11 0.88 1.58
Loan 2.82* 5.7*** 1.01 1.62 1.82 0.59 0.27 0.25 3.73*
Family 5.47** 6.46*** 3.06* 1.87 1.58 0.74 2.57 2.22 6.56**
Trust 4.26** 7.4*** 0.65 2.56 1.76 3.06* 3.96** 0.45 0.47
Discomfort 0.76 7.35*** 0.22 3.8* 2.1 2.27 0.11 0.5 1.14
Job 1.13 7.61*** 0.21 2.58 0.02 0.08 0.58 0.1 1.42
PC 3.02* 6.94*** 4.03** 1.48 0.06 0.92 1.39 0.14 1.65
Politics 1.58 8.6*** 1.14 2.78* 2.31 0.12 0.05 0.55 4.81**
Public sector 2.58 6.9*** 0.78 1.49 7.1*** 6.17** 0.74 0.46 1.99
Economy 0.58 8.47*** 0.28 1.81 0.62 0.22 0.11 0.17 2.34
Education/degree 0.59 5.95*** 0.33 5.92*** 4.74** 6.49*** 2.35 2.29 1.14
Consumers 0.62 5.95*** 1.56 1.53 1.48 1.36 0.25 0.75 0.2
Needs 2.08 6.41*** 0.5 1.48 2.18 2.52 0.98 0.15 0.94
Global 0.53 5.72*** 0.47 3.73* 3.01* 3.59* 0.55 0.71 0.94
Institutions 0.81 6.92*** 0.42 1.51 3.76* 2.1 0.34 0.37 0.89
Retirement pension 0.61 5.78*** 0.26 5.58*** 0.33 0.14 0.15 0.38 0.18
Saving 0.54 5.95*** 0.32 1.57 0.5 0.56 1.37 0.62 1.33
Vacation 3.34* 5.59*** 2.63 1.51 0.18 0.57 0.31 3.23* 4.17**
Competition 0.89 7.22*** 1.02 4.56** 2.28 1.78 1.69 1.8 4.4**
Spread 2.32 6.3*** 0.11 1.77 0.29 2.78* 6.08** 0.49 0.23
Rating 3.32** 6.02*** 0.27 5.08*** 0.01 1.4 4.46** 1.24 0.22
Euro-group 0.52 5.63*** 0.19 1.48 1.73 2.2 0.74 1.23 0.37
Coronabond 0.68 6.96*** 0.46 1.67 3.51* 5.02** 0.34 1.24 1.8
Eurobond 0.66 6.63*** 0.55 1.63 3.06* 5.01** 0.37 1.4 1.61
Sure 0.69 6.57*** 1.68 1.52 1.53 7.14*** 0.12 1.44 0.91
European investment bank 0.53 7.19*** 1.1 2.71 1.73 2.87* 0.78 2.7 0.53
Oil 0.67 5.9*** 3.16* 1.62 1.78 0.5 1.23 0.36 0.7
Gold 4.27** 5.85*** 2.74* 3.69* 6.78** 4.36** 2.22 0.53 0.19
Troika 1.39 6.99*** 1.35 1.54 4.64** 8.02*** 2 2.51 1.03
Euro 0.64 6.53*** 0.42 3.07* 0.12 0.83 0.23 0.09 0.29
National retirement system/INPS 0.58 6.77*** 0.6 1.84 2.69 2.13 0.06 0.49 5.46**
GDP 0.79 6.78*** 0.12 1.77 0.56 0.31 0.06 0.08 0.53
Confindustria (National Industrial Association) 0.96 5.64*** 1.01 3.23* 0.28 1.07 0.07 0.27 0.19
Sentiment 0.91 6.15*** 0.42 1.97 0.89 1.04 0.331 0.68 0.42

 ∗ p < .10.

 ∗ ∗ p < .05.

 ∗  ∗  ∗ p < .01.