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Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre d’économie de la Sorbonne

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Page 1: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Intermodal competition: studying the pricing behavior of the French Rail

Monopoly

Patricia Perennes, RFF Centre d’économie de la Sorbonne

Page 2: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Introduction 1/2In France, the railway national passengers’ transport is still characterized by a monopoly. However, is SNCF’s pricing behavior the one of a monopoly?For certain service there is a strong intermodal competition of air and road transportationTrain tickets’ prices are not totally freely set by SNCF (price regulation)

The fact this price cap based regulation exists is also an opportunity for an economist to analyze how a transportation company facing intermodal competition sets its prices.

Usually, such an analysis is hard to conduct since transportation price are set following yield management principles (Antes et al. (2004), Bergantino (2012))

This article also gives some insight on the type of competition that would better suit passengers’ rail transportationThe European commission wants to liberalize this industryWhich kind of competition is better suited for this industry (open access vs. franchise)?

Page 3: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

This article analyses SNCF’s pricing strategy on most of the O&D it operates from/to Paris with HS trains, taking into account the limited leeway that the company enjoys to set its prices because of price regulation.

Two analysesEmpirical analysis of SNCF’s pricing behavior on most of the origin/destination pairs (O&D) it operates from/to Paris with high-speed (HS) trainsQualitative analysis based on prices data for 19 selected routes and for 2 time periods

This article relies on two unique data sets entirely collected for the present study

Introduction 2/2

Page 4: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Intermodal competition Rail network:

HS trains covering most of mainland France (even if HS tracks network is much more smaller)

Pricing behavior: for HS trains yield management to a certain extent, price based on the number of kilometers for “regular” trains

Airlines: Air France has quite a dense

network, but the number of routes it offers has decreased since the 80s because of the competition of the HS trains

Pricing behavior: Yield management

Road network: A well developed motorway network, with relatively expensive tolls

(fixed prices monitored by the state) A secondary network free of charge

Page 5: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Intermodal competition

Page 6: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Regulation of train tickets’ pricesRegular trains:“Kilometric reference”BF_ICi= A*kmi + B

kmi is the number of kilometers for the O&D i

A and B are numeric constants set each year by SNCF and approved by the French Secretary of Transportation (SoT)

Reduction coefficient may be applied

HS trains:System is more complex: state monitoring and yield management

State monitoring: price cap Yield management: price can be freely set above this price cap

The price caps are choosen by SNCF (and approved by SoT) for each O&DThis price cap cannot deviate too much from the “kilometric reference” (40% leeway)

(1-40%)( A*kmi + B) BF_TGVi (1+40%)( A*kmi + B)

Page 7: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Empirical analysisWe use the ratio between actual basic fare and kilometric basic fare

This ratio should be included between 0.6 and 1.4 (in reality between 0.9 and 1.39)

If this ratio is below 1, that means the tickets is relatively cheap compared to other destinations Strong competition ?

If this ratio is above 1, that means the tickets is relatively expensive compared to other destinationsLow competition ?

To conduct this empirical analysis, we use a data set entirely collected for the present study:To calculate the endogenous variable R, we collect the 172 basic fares and the yearly constants A and B, the number of kilometers (tariff kilometers)For the exogenous variables we collect driving times, flying times, train riding times, driving costs (gas and tolls), driving times to the closest airport, numbers of tracks kilometers, track access charges, numbers of psgers in the destination station, etc.

Page 8: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Model

Panel data model:Data are available for 6 years (2007-2012)

(i: city pairs, t: years)Explanatory variables (intramodal competiton):

Relative driving time (driving time/train riding time) Existence of a plane alternative (base on the relative total length of the travel

wen flying) Driving costs (tool fees and gas expense) Existence of a LCC service

Control variables: Number of yearly passengers in the destination stations Track access charges “Region” (all destination cities were grouped in 9 “regions”)

Page 9: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Results 1/2Explanatory variables’ coefficients are significantThe existence of an air alternative to train impacts train ticket price

Decrease of €6 to €8 for a €100 ticket if there is an airline alternativeThe existence of a low cost carrier service decreases train ticket priceTickets are less expensive if the relative driving time is small (i.e. close to 1)

For a €100 ticket for a service where driving or taking a train have similar duration, the price would have been €9 to €12 more expensive if the train was two time faster.

The most expensive the driving cost per kilometer, the higher the ratio For a €100 ticket an increase of €0.05 of the driving cost per kilometer (the

average driving cost per kilometer is €0.16) would lead to an increase of €3 to €5 euros.

“Region” is not significant

The coefficient associated to the annual numbers of passengers is negative.

Passengers getting off in important stations pay relatively less than passengers getting off in smaller one.

Access charge, seems counter intuitive Endogeneity?

Page 10: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Results 2/2

OLS (1) PANEL RE (2) PANEL RE (3) Plane alternative -0.08*** -0.06** -0.07***

(0.006) (0.019) (0.017)

Relative car duration 0.09*** 0.12*** 0.12***

(0.008) (0.030) (0.029)

LCC alternative -0.05*** -0.01** -0.01**

(0.007) (0.003) (0.003)

Cost per km by car 0.97*** 0.55*** 0.55***

(0.136) (0.045) (0.044)

Price per km access charge -0.02*** -0.01*** -0.01***

(0.001) (0.001) (0.001)

Ln Passengers -0.00** -0.02** -0.02** (0.001) (0.006) (0.006) Line -0.01** -0.00 (0.002) (0.003) _cons 1.11*** 1.12*** 1.12***

(0.067)

(0.034) (0.067) (0.067) N 852 852 852 n 142 142 r2 0.48

r2 within 0.2269 0.2253 r2 between 0.3622 0.3588 r2 overall 0.3588 0.3554

More than one third of the variation is explained with R2 around 0.35-0.48

Page 11: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Qualitative analysis 1/2Given the nature of the data at disposal, the analysis conducted in this part is more qualitative than quantitativeThe goal of this analysis is to corroborate the previous empirical analysis

Based on another data set, also entirely collected for this study:Prices were collected during three months on SNCF’s, LCC’s and Air France’s websitesSimple comparison of prices evolution for 19 O&D (Air France, LCC and SNCF)

This qualitative analysis boils down to 3 “rules”

1. SNCF’s and Easy Jet’s prices seem correlated

2. Air France’s prices are usually much higher than Easy Jet’s/SNCF’s prices. However a strong increase in Air France’s prices is usually followed by a small increase in SNCF’s prices

3. A few days before the train/plane departure SNCF’s prices hit the maximum price set by regulation, therefore taking the train is a much cheaper option than flying

Page 12: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

Main result:The regulation effectively impact SNCF’s pricing beavior:

On the 151 TGVs in our data set, 133 TGVs hit the cap set by the regulation

A few days before departure, taking the train is therefore a much cheaper option than flying (for 100% of the destinations)

Regarding intramodal competition:LCC:

Price difference between LLC and train tickets are low on average €20.40 (regular train ticket are between €79 and €122)

Air France: Less conclusive. A graphical comparison of prices series also

indicates that a strong increase in Air France’s prices is usually followed by a small increase in SNCF’s prices. However, this effect is hard to summarize in a synthetic index.

Qualitative analysis 2/2

Page 13: Intermodal competition: studying the pricing behavior of the French Rail Monopoly Patricia Perennes, RFF Centre déconomie de la Sorbonne

ConclusionsIs SNCF’s pricing behavior the one of a monopoly ?SNCF adapts its price depending on the potential intermodal competition it facesPrices regulation effectively restricts SNCF’s ability to set its prices

Food for thought in the context of the rail industry liberalization:Intermodal competition dampers the monopolistic behavior of the railroad incumbent. Need for an intramodal competition for all the routes?

Regarding French price regulation:It definitively has an impact on SNCF’s price behaviorBut what is exactly the goal of this legislation? Public service? Antitrust?