In this section, we analyse the effects of transparency regulations (see chapter 3) for Germany, Austria, and France. First, we build a base model for each country over a period of around two years (one year before and after the implementation). After that we run different robustness checks with changing time periods. On the one hand, we restrict the sample to a total of one year (six months before and six months after the implementation of the regulation). On the other hand, we extend the sample to a total of four years (two years before and two years after the implementation of the regulation). Due to the overlapping regulations in Austria, the base models as well as the robustness checks deviate from the periods mentioned above.
6.1 Base Model
Table 2 gives an overview of the observation periods of the base models for the different countries and regulations. First, we assume a period from January 2006 to the end of 2007 for France (F.I) and from September 2012 to the end of August 2014 for Germany (G.I). To analyse the effect of the Price Labelling Act Extension on July 2009 in Austria we assume a period from July 2008 until June 2010 (A.I). For the Price Labelling Act Revised on January 2011 we assume a period from January 2010 until July 2011 (A.II). Last, for the Price Transparency Enactment on August 2011 we observe a period from January 2011 until July 2012 (A.III).
Table 2 Overview Base Model Periods
Country
|
Model
|
Regulation
|
Period
|
France
|
F.I
|
12/12/2006: Law on Informing Consumers about the Retail Prices of Fuels
|
01/01/2006 – 31/12/2007
|
Austria
|
A.I
|
01/07/2009: Price Labelling Act Extension
|
01/07/2008 – 30/06/2010
|
A.II
|
01/01/2011: Price Labelling Act Revised
|
01/01/2010 – 31/07/2011
|
A.III
|
01/08/2011: Price Transparency Enactment
|
01/01/2011 – 31/07/2012
|
Germany
|
G.I
|
31/08/2013: Market Transparency Unit
|
01/09/2012 – 31/08/2014
|
6.1.1 France
We begin our analysis with France, which has already introduced a transparency regulation in 2006 and thus has the longest experience with such a measure. The base model covers a two-year period from January 2006 to December 2007. As shown in Table 3, all countries are included in the control group for Diesel and Super 95. Ireland was excluded from the Super 95 sample. In particular, Super 95 prices from Estonia (10.2%), Lithuania (9.7%), the Netherlands (8.3%), and Sweden (10.5%) are weighted to a greater extent, whereas Czechia (0.9%), Poland (1.1%), and Slovenia (0.5%) play only minor roles in the control group. Considering the Diesel prices, the control group is particularly built on Denmark (9%), the Netherlands (8.8%), Spain (8.4%), and Sweden (7.8%). In contrast, Estonia (0.5%) and Ireland (1.3%) are barely included.
Our results in Table 4 show hardly any significant average treatment effect (ATT). While the price of Super 95 has increased by about 0.064 cents, the price of Diesel has increased by about 0.04 cents. However, both price increases are statistically insignificant. In addition, from the graphical analysis (see Figure 1), no price reduction can be derived for either Diesel or Super 95. At first glance, transparency regulations have no obvious effects on fuel prices in France.
Table 3 Model F.I: Overview of the assigned weights for each country
Country
|
Super 95
|
Diesel
|
Cyprus
|
0.041
|
0.044
|
Czechia
|
0.009
|
0.044
|
Denmark
|
0.077
|
0.090
|
Estonia
|
0.102
|
0.005
|
Finland
|
0.018
|
0.044
|
Greece
|
0.078
|
0.061
|
Hungary
|
0.041
|
0.051
|
Ireland
|
0.000
|
0.013
|
Italy
|
0.063
|
0.072
|
Latvia
|
0.041
|
0.048
|
Lithuania
|
0.097
|
0.032
|
Netherlands
|
0.083
|
0.088
|
Poland
|
0.011
|
0.042
|
Portugal
|
0.032
|
0.066
|
Slovakia
|
0.060
|
0.056
|
Slovenia
|
0.005
|
0.037
|
Spain
|
0.068
|
0.084
|
Sweden
|
0.105
|
0.078
|
United Kingdom
|
0.069
|
0.047
|
Note: Period: 01/2006 to 12/2007.
|
Table 4 Model F.I: Average treatment effects for France
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
[95% Conf. Interval]
|
Super 95
|
6.406
|
8.704
|
0.740
|
0.462
|
-10.654
|
23.465
|
Diesel
|
3.910
|
7.229
|
0.540
|
0.592
|
-10.396
|
18.217
|
Note: The control group consists of a weighted average of all available countries. Period: 01/2006 until 12/2007.
|
6.1.2 Austria
Next, we analyse the effects of the different regulations and treatments in Austria: The extension of the “Price Labelling Act” by the “Code of Conduct for Petrol Station Operators on the Timing of Fuel Price Indication at Petrol Stations” in July 2009, the adjustment of this code of conduct in January 2011 as well as the “Price Transparency Enactment” in August 2011. Because some of the laws and related measures overlap, it is difficult to separate the potential resulting effects. However, we attempt to account for the overlap in determining the observation periods.
6.1.2.1 Model A.I: Price Labelling Act Extension
First, we analyse the effect of the extension of the “Price Labelling Act” in July 2009. We assume an observation period of two years (July 2008 to June 2010).
Table 5 lists the weights assigned to the control group. For Super 95, the method particularly involves Denmark (8.6%), Sweden (7.8%) and Estonia (6.6%), whereas for Diesel Denmark (9.2%), Sweden (9%) and Italy (8.1%) are weighted the most. United Kingdom (3.1%), Poland (3.4%) and Czechia (3.5%) are weighted least for the prices of Super 95. For Diesel, Ireland is not included, Finland (3.4%) and Slovenia (3.6%) are weighted the least.
Table 6 shows the average treatment effects of this extension on the Super 95 and Diesel prices in Austria. It is noticeable that the average treatment effect on the Super 95 prices is positive with 0.7 cent per litre, whereas the effect on the Diesel prices is negative with -1 cent per litre. However, both effects are not statistically significant. The graphical analysis of the average treatment effects over time also shows that no significant effect can be identified (see Figure 2).
Table 5 Model A.I: Overview of the assigned weights for each country
Country
|
Super 95
|
Diesel
|
Cyprus
|
0.054
|
0.046
|
Czechia
|
0.035
|
0.043
|
Denmark
|
0.086
|
0.092
|
Estonia
|
0.066
|
0.058
|
Finland
|
0.055
|
0.034
|
Greece
|
0.051
|
0.052
|
Hungary
|
0.045
|
0.060
|
Ireland
|
0.040
|
0.000
|
Italy
|
0.063
|
0.081
|
Latvia
|
0.045
|
0.040
|
Lithuania
|
0.062
|
0.069
|
Netherlands
|
0.050
|
0.061
|
Poland
|
0.034
|
0.047
|
Portugal
|
0.052
|
0.057
|
Slovakia
|
0.045
|
0.018
|
Slovenia
|
0.042
|
0.036
|
Spain
|
0.055
|
0.077
|
Sweden
|
0.078
|
0.090
|
United Kingdom
|
0.031
|
0.039
|
Note: Period: 07/2008 until 06/2010.
|
Table 6 Model A.I: Average Treatment Effects of the Price Labelling Act Extension
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
[95% Conf. Interval]
|
Super 95
|
6.652
|
14.115
|
0.47
|
0.637
|
-21.012
|
34.317
|
Diesel
|
-9.720
|
9.528
|
-1.02
|
0.308
|
-28.394
|
8.955
|
Note: The control group consists of a weighted average of all available countries. Period: 07/2008 until 06/2010.
|
6.1.2.2 Model A.II: Price Labelling Act Revised
Now, we analyse the effect of the revised version of the “Price Labelling Act” in January 2011. The Super 95 and Diesel prices may only be increased once a day at 12:00 p.m. We assume an observation period of one and a half years (January 2010 to July 2011) to exclude the effect of the “Price Transparency Enactment”.
Table 7 summarizes the weights of the countries for the synthetic control groups. In the synthetic control group for the Super 95 prices, Slovakia (8.6%), Finland (8.1%), Czechia (7.7%) and Spain (7.7%) are included. Estonia (0.7%), Cyprus (1.1%) and Slovenia (1.7%) are the least represented in the control group. In contrast, Denmark (9.6%), the Netherlands (9.4%), and Spain (9%) are the most represented in the Diesel control group. Estonia is not included, and Ireland is included the least (0.7%).
The average effect of the revised “Price Labelling Act” on the Super 95 prices is negative with -1.68 cent per litre, but the effect is not significant. The average effect on the Diesel prices is negative (-2.14 cent per litre) and statistically significant at 5%-level (see table 8). This may indicate that the regulation that gas stations are only allowed to increase their prices once a day was accompanied by a price reduction of around 2 cents per litre during this period, at least for Diesel. Figure 3 compares the prices during the period between the treated country Austria and the control group. Because of the small ATTs it is difficult to point out a graphical difference after the implementation. However, it is striking that just before the revision of the Price Labelling Act the prices of Austria fall quite sharply only to rise again after implementation. This price drop is not recognizable for the control group. The Super 95 prices do not increase as much as the Diesel prices after implementation. After around 1 month of the implementation the prices of Austria decrease again.
Table 7 Model A.II: Overview of the assigned weights for each country
Country
|
Super 95
|
Diesel
|
Cyprus
|
0.011
|
0.042
|
Czechia
|
0.077
|
0.044
|
Denmark
|
0.071
|
0.096
|
Estonia
|
0.007
|
0.000
|
Finland
|
0.081
|
0.041
|
Greece
|
0.023
|
0.063
|
Hungary
|
0.062
|
0.049
|
Ireland
|
0.033
|
0.007
|
Italy
|
0.057
|
0.074
|
Latvia
|
0.063
|
0.047
|
Lithuania
|
0.027
|
0.026
|
Netherlands
|
0.073
|
0.094
|
Poland
|
0.046
|
0.040
|
Portugal
|
0.050
|
0.068
|
Slovakia
|
0.086
|
0.059
|
Slovenia
|
0.017
|
0.034
|
Spain
|
0.077
|
0.090
|
Sweden
|
0.065
|
0.080
|
United Kingdom
|
0.067
|
0.045
|
Note: Period: 01/2010 until 07/2011.
|
Table 8 Model A.II: Average Treatment Effects of the Price Labelling Act Revised
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
[95% Conf. Interval]
|
Super 95
|
-16.814
|
13.039
|
-1.29
|
0.197
|
-42.370
|
8.743
|
Diesel
|
-21.356
|
9.748
|
-2.19
|
0.028
|
-40.463
|
-2.250
|
Note: The control group consists of a weighted average of all available countries. Period: 01/2010 until 07/2011.
|
3.1.2.3 Model A.III: Price Transparency Enactment
Next, we analyse the effects of transparency regulation in Austria in August 2011. Again, we assume an observation period of one and a half years (January 2011 to July 2012). The period starts with the revised “Price Labelling Act”. Since this act continues to run during the introduction of the “Price Transparency Enactment”, we only assume an observation period in which the act already came into force.
Table 9 lists the weights assigned to the control group. All countries are included in the analysis for both Super 95 and Diesel. For Super 95, Denmark (9.7%), Sweden (7.9%), the Netherlands (7.4%), Ireland (7.2%) and Portugal (7.1%) are weighted more heavily. For Diesel, Denmark (9.3%), Spain (7.5%), the Netherlands (7.2%), and Portugal (7%) have particularly high weights. The Super 95 prices of Cyprus (1.7%) and Estonia (0.2%) are included with weights of less than 2%. For the Diesel control group, the prices of Ireland (1.3%) and United Kingdom (2.4%) have the lowest weights..
Table 9 Model A.III: Overview of the assigned weights for each country
Country
|
Super 95
|
Diesel
|
Cyprus
|
0.017
|
0.053
|
Czechia
|
0.040
|
0.030
|
Denmark
|
0.097
|
0.093
|
Estonia
|
0.002
|
0.056
|
Finland
|
0.060
|
0.050
|
Greece
|
0.052
|
0.044
|
Hungary
|
0.047
|
0.046
|
Ireland
|
0.072
|
0.014
|
Italy
|
0.045
|
0.067
|
Latvia
|
0.058
|
0.064
|
Lithuania
|
0.058
|
0.067
|
Netherlands
|
0.074
|
0.072
|
Poland
|
0.045
|
0.040
|
Portugal
|
0.071
|
0.070
|
Slovakia
|
0.037
|
0.030
|
Slovenia
|
0.043
|
0.037
|
Spain
|
0.055
|
0.075
|
Sweden
|
0.079
|
0.069
|
United Kingdom
|
0.049
|
0.024
|
Note: Period: 01/2011 until 07/2012.
|
Table 10 summarizes the average effects of transparency enactment on fuel prices in Austria. Overall, relatively small positive effects for Super 95 (1.5 cent per litre) and for Diesel (0.3 cent per litre) can be observed. However, neither of the effects are statistically significant. Moreover, Figure 4 shows no significant effect. Approximately two weeks before the implementation Austrian prices decreased by about 5 euros per 1000 litre compared to the control group for either Diesel or Super 95. After the implementation the prices rise briefly before they fall again as the control group.
Table 10 Model A.III: Average treatment effects of the Price Transparency Enactment
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
[95% Conf. Interval]
|
Super 95
|
15.387
|
9.948
|
1.55
|
0.122
|
-4.110
|
34.885
|
Diesel
|
2.911
|
11.259
|
0.26
|
0.796
|
-19.156
|
24.977
|
Note: The control group consists of a weighted average of all available countries. Period: 01/2011 until 07/2012.
|
6.1.3 Germany
Turning to Germany, even though the MTU only went into regular operation on December 1, 2013, we assume the start of the trial run as implementation date, August 31, 2013. We use a symmetric sample (September 2012 to August 2014) around the time of introduction (August 31, 2013).
Table 11 summarizes the weights for each European country in our sample. For Super 95, Poland and Slovenia are not included. For Diesel, Poland and Finland are skipped from the control group. Denmark (15.2%) and Sweden (11.7%) contribute the most to the calculation of the Super 95 control group. Prices from Denmark (15.3%), Hungary (11.6%), and Sweden (15.5%) have greater weight in the Diesel control group. Conversely, Greece (1.9%) has minimal contribution to the Super 95 control group. Similarly, Greece (1.6%), Slovenia (1.6%), and Spain (0.2%) are barely included in the Diesel control group.
The average treatment effects for Super 95 and Diesel are both negative but rather small (1-2 cents per litre). Both effects are not statistically significant (see Table 12). The graphical analysis also shows no statistically significant effect (see Figure 5).
Table 11 Model G.I: Overview of the assigned weights for each country
Country
|
Super 95
|
Diesel
|
Cyprus
|
0.028
|
0.029
|
Czechia
|
0.071
|
0.072
|
Denmark
|
0.152
|
0.153
|
Estonia
|
0.023
|
0.064
|
Finland
|
0.050
|
0.000
|
Greece
|
0.019
|
0.016
|
Hungary
|
0.038
|
0.116
|
Ireland
|
0.067
|
0.022
|
Italy
|
0.023
|
0.067
|
Latvia
|
0.067
|
0.022
|
Lithuania
|
0.081
|
0.044
|
Netherlands
|
0.054
|
0.072
|
Poland
|
0.000
|
0.000
|
Portugal
|
0.067
|
0.085
|
Slovakia
|
0.040
|
0.041
|
Slovenia
|
0.000
|
0.016
|
Spain
|
0.064
|
0.002
|
Sweden
|
0.117
|
0.155
|
United Kingdom
|
0.039
|
0.024
|
Note: Period: 09/2012 until 08/2014.
|
Table 12 Model G.I: Average treatment effect for Germany
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
[95% Conf. Interval]
|
Super 95
|
-12.432
|
8.367
|
-1.490
|
0.137
|
-28.830
|
3.967
|
Diesel
|
-18.972
|
12.443
|
-1.520
|
0.127
|
-43.360
|
5.417
|
Note: The control group consists of a weighted average of all available countries. Period: 09/2012 to 08/2014.
|
Overall, there is only little evidence for price-reducing effects of transparency regulations in France, Austria and Germany. If any, there are only a few and minor price reductions after the introduction of the regulations.
6.2 Robustness checks
A possible determining factor for the measurement of significant effects is the underlying sample period. A significant effect may only be detectable in the long term or may disappear after just a few months. Therefore, we now vary the sample periods regarding all countries under scrutiny, analysing periods of about 4 years and one year, respectively. Table 13 gives an overview of the observed periods.
Table 13 Overview Robustness Checks Periods
Country
|
Regulation
|
Model
|
Period
|
France
|
12/12/2006: Law on Informing Consumers about the Retail Prices of Fuels
|
F.II
|
01/07/2006 – 30/06/2007
|
F.III
|
01/01/2005 – 31/12/2008
|
Austria
|
01/07/2009: Price Labelling Act Extension
|
A.IV
|
01/01/2009 – 31/12/2009
|
A.V
|
01/07/2007 – 31/12/2010
|
01/01/2011: Price Labelling Act Revised
|
A.VI
|
01/02/2011 – 31/01/2012
|
A.VII
|
01/01/2011 – 31/07/2013
|
01/08/2011: Price Transparency Enactment
|
A.VIII
|
01/02/2011 – 31/01/2012
|
A.IX
|
01/01/2011 – 31/07/2013
|
Germany
|
31/08/2013: Market Transparency Unit
|
G.II
|
01/03/2013 – 28/02/2014
|
G:III
|
01/09/2011 – 31/08/2015
|
3.2.1 France
First, we analyse the fuel prices of France for the periods of January 2005 until the end of December 2008, as well as from July 2006 to the end of June 2007.
For both periods, the effects are less than 1 cent per litre and not statistically significant.7 Therefore, a similar pattern can be observed after the implementation of the treatment independently from the sample period. The prices increase in the beginning of 2008, followed by a sudden drop in the end of 2008, which may be an effect of the global crisis in 2008/2009 (Mau & Ulyukaev, 2015). Overall, none statistically and economically significant effect can be determined.
3.2.2 Austria
We now analyse further different periods of Austria. Due to the overlapping treatments the periods are not symmetric around the implementations. Compared to the base models of Austria, we analyse both a shorter and a longer period.
To analyse the “Price Labelling Act Extension” in July 2009, we consider the periods July 2007 until December 2010 as well as January 2009 until December 2009.8 As well as in the base model, we find no significant results for both Super 95 and Diesel prices.9 When analysing the average treatment effects for the “Price Labelling Act Revised” in January 2011, the observation periods range from July 2010 until June 2011 and July 2009 until July 2011. Overall, results show that except of Super 95 prices from July 2009 until July 2011, there are significant negative effects of 2 to 3 cents per litre.10 Analysing the “Price Transparency Enactment” in August 2011 by using periods from January 2011 until July 2013 and February 2011 until January 2012, there is a significant positive effect of 1.5 cent per litre on Super 95 prices for the period from February 2011 to January 2012. However, all other average treatment effects are not significant. 11
3.2.3 Germany
Finally, we analyse the periods from March 2013 to February 2014 and from September 2011 to August 2015 for Germany. A statistically significant result only emerges in model G.II for Super 95 and in model G.III for Diesel. In both cases, the indicates significance at the 10% level, with both effects being relatively small, less than 2 cents per litre.12
6.3 Comparison of results
Table 14 provides an overview of the average effects of the transparency regulations for each model to compare the results of the different periods for Austria, Germany and France. In case of France, positive effects amount to less than one cent per litre. Moreover, the results are statistically insignificant for both Super 95 and Diesel in all model specifications. Also, for Austria the effects are consistently positive. The effects on Diesel are less than one cent per little, but not statistically significant, as for France. The effect on Diesel is higher with around 1.5 cents per litre. However, the effect is only significant for the short period from February 2011 until January 2012 (A.VIII). In contrast, the average treatment effects of Germany are negative for alle model specifications. For, Super 95 only in the short period (G.II) a significant effect of -1.7 cents per litre can be obtained. In comparison, for Diesel only in the long period (G.III) with -1.8 cents per litre.
Therefore, it can be assumed that the transparency regulations of individual countries have either no effect or only a minimal effect on fuel prices. In case of France and Austria, the results could indicate that the laws have increased not only vertical but also horizontal market transparency. In fact, it seems like the effect of the horizontal transparency may be greater than the vertical one, whereas the results of Germany indicate the opposite.
Table 14 Overview of the obtained ATT for Transparency Treatments
Fuel
|
Country
|
Model
|
Period
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
Super 95
|
France
|
F.I
|
01/2006 – 12/2007
|
6.406
|
8.704
|
0.74
|
0.462
|
F.II
|
07/2006 – 06/2007
|
8.704
|
11.197
|
0.78
|
0.437
|
F.III
|
01/2005 – 12/2008
|
5.916
|
11.713
|
0.51
|
0.613
|
Austria
|
A.III
|
01/2011 – 07/2012
|
15.387
|
9.948
|
1.55
|
0.122
|
A.VIII
|
02/2011 – 01/2012
|
15.298
|
7.543
|
2.03
|
0.043
|
A.IX
|
01/2011 – 07/2013
|
14.878
|
13.021
|
1.14
|
0.253
|
Germany
|
G.I
|
09/2012 – 08/2014
|
-12.432
|
8.367
|
-1.49
|
0.137
|
G.II
|
03/2013 – 02/2014
|
-16.651
|
9.091
|
-1.83
|
0.067
|
G.III
|
09/2011 – 08/2015
|
-16.255
|
12.189
|
-1.33
|
0.182
|
Diesel
|
France
|
F.I
|
01/2006 – 12/2007
|
3.910
|
7.229
|
0.54
|
0.592
|
F.II
|
07/2006 – 06/2007
|
3.936
|
6.293
|
0.63
|
0.532
|
F.III
|
01/2005 – 12/2008
|
3.327
|
10.735
|
0.31
|
0.757
|
Austria
|
A.III
|
01/2011 – 07/2012
|
2.911
|
11.259
|
0.26
|
0.796
|
A.VIII
|
02/2011 – 01/2012
|
5.141
|
11.301
|
0.45
|
0.649
|
A.IX
|
01/2011 – 07/2013
|
3.302
|
13.568
|
0.24
|
0.808
|
Germany
|
G.I
|
09/2012 – 08/2014
|
-18.972
|
12.443
|
-1.52
|
0.127
|
G.II
|
03/2013 – 02/2014
|
-6.223
|
7.192
|
-0.87
|
0.387
|
G.III
|
09/2011 – 08/2015
|
-17.728
|
9.685
|
-1.83
|
0.067
|
Note: The control group consists of a weighted average of all available countries.
|
Table 15 compares the different regulations in Austria. The effects of the Price Labelling Act Extension are for Super 95 positive and for Diesel in the short period (A.IV) positive and for the longer periods (A.I, A.V) negative. The effects of the Price Labelling Act Extension are not significant. In contrast, the effects of the Price Labelling Act Revised are continuously negative. For Super 95 the effects amount -2 to -3 cents per litre, whereas the effect in the short period (A.VI) is significant. For Diesel the effects are all significant and amount around -2 cents per litre. As already shown in table 19, all effects of the Price Transparency Enactment are positive and not significant except for the short period of Super 95 (A.VIII). This may indicate that transparency regulations can tend to increase prices, whereas regulations which affect the pricing of gas stations may reduce prices. It is striking that there are different results for the Price Labelling Act Extension and for the Price Labelling Act Revised, although only the reporting time of the maximum price has changed (see chapter 3). This could be related to the fact that a maximum price set at 12:00 p.m. is noticed more by consumers than a change at 8:30 a.m. or 12:00 a.m. As a result, gas stations may not be able to raise their maximum price as much.
Table 15 Overview of the obtained ATT for the treatments in Austria
Fuel
|
Treatment
|
Model
|
Period
|
ATT
|
Std. Err.
|
t
|
P > |t|
|
Super 95
|
Price Labelling Act Extension July 2009
|
A.I
|
07/2008 – 06/2010
|
6.652
|
14.115
|
0.47
|
0.637
|
A.IV
|
01/2009 – 12/2009
|
10.368
|
13.737
|
0.75
|
0.450
|
A.V
|
07/2007 – 12/2010
|
5.737
|
13.177
|
-0.44
|
0.663
|
Price Labelling Act Revised January 2011
|
A.II
|
01/2010 – 07/2011
|
-16.814
|
13.039
|
-1.29
|
0.197
|
A.VI
|
07/2010 – 06/2011
|
-29.807
|
11.425
|
-2.61
|
0.009
|
A.VII
|
07/2009 – 07/2011
|
-22.743
|
14.060
|
-1.62
|
0.106
|
Price Transparency Enactment August 2011
|
A.III
|
01/2011 – 07/2012
|
15.387
|
9.948
|
1.55
|
0.122
|
A.VIII
|
02/2011 – 01/2012
|
15.298
|
7.543
|
2.03
|
0.043
|
A.IX
|
01/2011 – 07/2013
|
14.878
|
13.021
|
1.14
|
0.253
|
Diesel
|
Price Labelling Act Extension July 2009
|
A.I
|
07/2008 – 06/2010
|
-9.720
|
9.528
|
-1.02
|
0.308
|
A.IV
|
01/2009 – 12/2009
|
1.841
|
9.722
|
0.19
|
0.850
|
A.V
|
07/2007 – 12/2010
|
-8.576
|
12.558
|
-0.68
|
0.495
|
Price Labelling Act Revised January 2011
|
A.II
|
01/2010 – 07/2011
|
-21.356
|
9.748
|
-2.19
|
0.028
|
A.VI
|
07/2010 – 06/2011
|
-23.727
|
8.980
|
-2.64
|
0.008
|
A.VII
|
07/2009 – 07/2011
|
-23.324
|
12.200
|
-1.91
|
0.056
|
Price Transparency Enactment August 2011
|
A.III
|
01/2011 – 07/2012
|
2.911
|
11.259
|
0.26
|
0.796
|
A.VIII
|
02/2011 – 01/2012
|
5.141
|
11.301
|
0.45
|
0.649
|
A.IX
|
01/2011 – 07/2013
|
3.302
|
13.568
|
0.24
|
0.808
|
Note: The control group consists of a weighted average of all available countries.
|
In summary, it can be assumed that the effect of individual countries' regulation has no or only a very small effect on fuel prices. In Austria it is noticeable that the transparency regulation has a positive effect, whereas the Price Labelling Act Revised has a negative effect on the fuel prices. Also, for France there are positive effects due to their transparency regulation, but not significant. By contrast, Germany’s MTU shows negative effects for both Super 95 and Diesel.