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The relationship between tourism
expenditure in origin and destination:
         The Case of LCCs
         Juan Luis Eugenio Martín
         Federico Inchausti Sintes




                      Seminario Tides, 19th October 2012
Exordium
Model and Data
   Results
 Conclusion
-Exordium
Exordium: LCCs

 What is a Low cost carrier (LCC)?

 According to the CAA (2006):

 -High density seating

 -Single aircraft type

 -Fast turnaround times

 -Reduce cost to offer lower tickets prices
Exordium: questions

 - Have LCCs increased the flow of tourism?
    - CAA(2006), Young and Whang(2011), Graham and Dennis(2010),
      Rey et al.(2011) and Davison and Ryley(2010).

 - Have they promoted economic growth in the
   region where they travel?
    - Young and Whang(2011), Pulina and Cortés-Jimenez(2010), Vera
      and Ivars(2009) and Castillo-Manzano et al.(2011)
Exordium: questions

 - Do LCC passengers have a different
   behavior in regard to traditional carrier
   passengers?
    - Young and Whang(2011), Graham and Dennis(2010), Pulina and
      Cortés-Jimenez(2010).


 - Do LCC passengers spend more money at
   destination?
Exordium: LCCs in Canary Islands
- “(…)Si no lo hacen, no tendremos más remedio que cancelar
  todos los vuelos en Fuerteventura a partir del próximo 31 de
  enero", advirtió el ejecutivo, quien recordó que Ryanair genera
  "enormes ingresos" gracias a los más de "250.000 pasajeros"
  que viajan cada año a la isla con Ryanair.” Michael Cawley,
   vicepresidente de Ryanair (La Provincia, 19/11/2008)

-“El cabildo de Gran Canaria ha adelantado que cerrará pronto
   acuerdos con Easyjet para que esta aerolínea (……) ‘debute’
   para enlazar Gran Canaria con Suiza.” (residentecanario.com,
   30/09/2012)
Exordium: LCCs in Canary Islands
- “El perfil del turista que utiliza las compañías de bajo coste no
sólo quiere ahorrar en el billete sino en todo el gasto de sus
vacaciones” (Rafael Gallego, presidente de la FEAVV, en Canarias7,
16/01/2011)

- “La hipótesis que más fuerza está cobrando es que las personas
que viajan en low cost tratan de ahorrarse en el billete del avión lo
que luego se gastan en el destino.” Miembro del ejecutivo canario,
(Canarias7, 05/02/2011)
Exordium: LCCs in Canary Islands
         Tourists Arrivals to Canary Islands
Exordium: LCCs in Canary Islands


 Where do they stay in Canary Islands?
Exordium: LCCs in Canary Islands
                                    LCC travellers distribution (%)

                        5 stars   4 stars     3,2 or 1   Apartment    Family or   Other   Total
                                                star                   friends

Only flight (F)
                         0,52      1,41        1,37         4,16        9,38      2,15    18,99
(F) + Accommodation
(A)                       0,6      3,26        4,29         24,29        0        2,03    34,47

(F+A) + Breakfast (B)
                         1,72      2,39        1,06         1,04         0        0,07    6,27

(F+A)+Half Board
(HB)                     1,57      8,78        2,64         1,83         0        0,09    14,91

(F+A+HB)+Dinner
(D)                      0,26      1,51          1          0,68         0         0,1    3,54

(F+A)+ All Inclusive
                         0,87     10,98        5,01         4,72         0        0,24    21,82
Total
                         5,54     28,33        15,37        36,72       9,38      4,68    100
Exordium: LCCs in Canary Islands
                                     Non LCC travellers distribution (%)

                        5 stars   4 stars   3,2 or 1 star   Apartment      Family or   Other   Total
                                                                            friends

Only flight (F)
                         0,34      1,01         0,66            1,6           4,1      0,88    8,58
(F) + Accommodation
(A)                      0,39      3,03         2,94           14,61          0        0,98    21,95

(F+A) + Breakfast (B)
                         1,51      2,77         1,42           1,28           0        0,01    6,98
(F+A)+Half Board
(HB)                     3,09     18,57         4,55           2,27           0        0,06    28,55

(F+A+HB)+Dinner
(D)                      0,41      2,37         0,98           0,34           0        0,23    4,33

(F+A)+ All Inclusive
                         0,97     18,92         6,82            2,6           0         0,3    29,61
Total
                         6,7      46,68         17,36          22,7           4,1      2,46    100
Exordium: LCCs in Canary Islands
                             LCC- Non LCC travellers distribution differences (%)

                        5 stars   4 stars    3,2 or 1 star   Apartment     Family or   Other   Total
                                                                            friends

Only flight (F)
                         0,18      0,40          0,71           2,56          5,28     1,27    10,41
(F) + Accommodation
(A)
                         0,21      0,23          1,35           9,68          0,00     1,05    12,52
(F+A) + Breakfast (B)
                         0,21      -0,38        -0,36          -0,24          0,00     0,06    -0,71
(F+A)+Half Board
(HB)
                        -1,52      -9,79        -1,91          -0,44          0,00     0,03    -13,64
(F+A+HB)+Dinner
(D)
                        -0,15      -0,86         0,02           0,34          0,00     -0,13   -0,79
(F+A)+ All Inclusive
                        -0,10      -7,94        -1,81           2,12          0,00     -0,06   -7,79
Total
                        -1,16     -18,35        -1,99          14,02          5,28     2,22    0,00
Exordium: LCCs in Canary Islands


 How many days do they remain on the
             islands?
Exordium: LCCs in Canary Islands
                                 LCC travelers mean nights
                       5 stars   4 stars     3,2 or 1   Apartment    Family or   Other
                                               star                   friends

   Only flight (F)      6,69      8,91         7,63          12,20     12,42     10,66
       (F) +
Accommodation (A)
                        7,20      7,85         8,44          9,49                10,16


 (F+A) + Breakfast
        (B)             6,51      6,96         6,75          7,82                9,42

(F+A)+Half Board
       (HB)             7,71      8,23         8,51          8,63                9,22

(F+A+HB)+Dinner
        (D)             7,10      7,62         8,82          10,12               8,98

(F+A)+ All Inclusive
                        7,23      7,94         8,26          8,71                9,73
Exordium: LCCs in Canary Islands
                                  NLCC travelers mean nights
                        5 stars    4 stars   3,2 or 1 star   Apartment   Family or   Other
                                                                          friends

Only flight (F)          6,74       8,29         9,36          16,49       14,20     11,32
(F) + Accommodation
(A)
                         7,28       9,00         9,89          10,87                 11,36


(F+A) + Breakfast (B)
                         7,58       7,77         8,39          9,35                  8,00

(F+A)+Half Board
(HB)                     8,49       9,16         9,27          9,94                  10,54

(F+A+HB)+Dinner
(D)                      7,57       8,55         8,37          10,00                 7,78

(F+A)+ All Inclusive
                         8,42       8,80         9,13          9,65                  8,35
Exordium: LCCs in Canary Islands
                        LCC-NonLCC travelers mean nights differences
                       5 stars    4 stars     3,2 or 1   Apartment     Family or   Other
                                               star                     friends

Only flight (F)        -0,04       0,62        -1,72       -4,29         -1,78     -0,66
(F) +
Accommodation (A)
                       -0,08       -1,15       -1,46       -1,39         0,00      -1,20


(F+A) + Breakfast
(B)                    -1,07       -0,81       -1,64       -1,53         0,00      1,42

(F+A)+Half Board
(HB)                   -0,78       -0,94       -0,76       -1,32         0,00      -1,32

(F+A+HB)+Dinner
(D)                    -0,46       -0,93       0,45         0,12         0,00      1,20

(F+A)+ All Inclusive
                       -1,19       -0,86       -0,86       -0,95         0,00      1,38
Exordium: LCCs in Canary Islands


     What is the travel party size?
Exordium: LCCs in Canary Islands
                Mean Party size (no differences between LCC and nonLCCS travelers)
                         5 stars     4 stars     3,2 or 1   Apartment     Family or   Other
                                                   star                    friends

   Only flight (F)        2,26        2,11        1,83         2,11          1,84     2,37
       (F) +
Accommodation (A)
                          2,53        2,39        2,37         2,44                   2,60


 (F+A) + Breakfast
        (B)               2,21        2,18        2,08         2,43                   2,08

(F+A)+Half Board
       (HB)               2,36        2,20        2,09         2,36                   1,95

(F+A+HB)+Dinner
        (D)               2,52        2,32        2,24         2,44                   2,13

(F+A)+ All Inclusive
                          2,56        2,43        2,46         2,80                   2,15
- Model
Model: definition variables
   Endogenous variables:                            definition
         exporigin                 Expenditure in origin per person and night
         expisland              Expenditure in destination per person and night
    Exogenous variables:                            definition
          income                     Annual income divided by 12 months
            term                                    Trimester
            year                                       Year
         destination       Island visited: La Palma, El hierro, Tenerife, Gran Canaria,
                                          Fuerteventura and Lanzarote

           party           lower than 2 years, between 2 and 12, between 13 and 65
                                            years, older than 65 years

           people            Alone, with couple, with family, friends and relative or
                                                    coworkers

         motivation         Main reason to travel to Canary Islands: sun and beach,
                                      cultural, landscape, prices, safety, etc

       previous visits                   From 1 to more than 10 times
Model: variables definition
          Exogenous variables:                           definition
p                                Package: flight, flight + accommodation,

                                 Flight + accommodation + Breakfast,

                                 flight + accommodation + half board,

                                 flight + accommodation + all inclusive.


a                                Category of accommodation: Hotel 5*, Hotel 4*, Hotel
                                 3*, Apartments, Households (friends, family), Others
                                 (timesharing, rural housing)



pa                               Multiplicative variable between package and category of
                                 accommodation

pal                              pa multiply by lowcost (1 if the passenger travels in
                                 lowcost and 0 the others cases)
Model: simultaneous equations
                                                                         4              2011                    31              31
                 exporigini = β1expdestinationi + β 2incomei + ∑ β 3t termit +          ∑         β 4 y yeariy + ∑ β 5 h paih + ∑ β 6 h palih
 Expenditure                                                            t =1           y = 2009                 h =1            h =1
     in             7                       4                5
   origin        + ∑ β 7 d destinationid + ∑ β 8 r partyir + ∑ β 9 o peopleio + β11 previousi + ui
                   d =1                    r =1             o =1




                                                                                4            31                 31
                 expdestinationi = γ 1exporigini + γ 2incomei + ∑ γ 3t termit + ∑ γ 5 h paih + ∑ γ 6 h palih
 Expenditure                                                                   t =1          h =1               h =1

in destination      7                           4                  5                  16
                 + ∑ γ 7 d destinationid + ∑ γ 8 r partyir + ∑ γ 9 o peopleio + ∑ γ 10 m motivationim + γ 11 previousi + ei
                   d =1                      r =1                o =1                 m =1
Model: effect of pa and pal
Figure 1a: decrease in consumption of LCCs    Figure 1b: increase in consumption of LCCs
 tourists with respect to non-LCCs tourists      tourists respect to non-LCCs tourists
Model: simultaneous equations
                                                                          4              2011                    31              31
                  exporigini = β1expdestinationi + β 2incomei + ∑ β 3t termit +          ∑         β 4 y yeariy + ∑ β 5 h paih + ∑ β 6 h palih
 Expenditure                                                             t =1           y = 2009                 h =1            h =1
     in             7                        4                5
   origin         + ∑ β 7 d destinationid + ∑ β 8 r partyir + ∑ β 9 o peopleio + β11 previousi + ui                           Contemporary
                   d =1                     r =1             o =1                                                              Correlations
                                                     Endogenity                                                               among errors
                                                                                 4              31                31
                  expdestinationi = γ 1exporigini + γ 2incomei + ∑ γ 3t termit + ∑ γ 5 h paih + ∑ γ 6 h palih
 Expenditure                                                                    t =1          h =1               h =1

in destination       7                           4                  5                  16
                  + ∑ γ 7 d destinationid + ∑ γ 8 r partyir + ∑ γ 9 o peopleio + ∑ γ 10 m motivationim + γ 11 previousi + ei
                    d =1                      r =1                o =1                 m =1
Model: assumptions

Var (ui ) = σ 2 Var (ui u j ) = 0              Homokedasticity in
                                                both equations
Var (ei ) = σ 2 Var (ei e j ) = 0
                                    Contemporary correlations error between
E (ui ei ) = σ i                                 both equations

E (ui xi ) = 0
                                             Exogenous explanatory
E (ei xi ) = 0                              variables in both equations


E (ui expdestinationi ) ≠ 0
                                                   endogeneity
E (ei exporigini ) ≠ 0
Model: estimation methods
                                Indirect ordinary Least square (IOLS)
                                                                          Limited
                 endogeneity         Instrumental variables
                                                                        information
                                   Two-step least squares (2SLS)
                                                                                      Three-Step
                                                                                        Least
                                                                                       Squares
Simultaneous                                                                           (3SLS)
  equations
   context


                 Contemporary         Seemingly unrelated equations      Complete
                  correlation                    (SUR)                  information
                 among errors
Model: estimation problems

           Does the model has
           heteroskedasticity?


          Does 3SLS deal with it?
Model: estimation methods

                          Any of the previous estimators are a particular case
                          of the GMM.

                           Thus, GMM deals with endogeneity and/or error
                           correlations .
Generalized method of
  moment (GMM)
                          And, it permits Robust residual covariance matrix
                                       ˆ
                          estimation ( ∑ ) (it deal with heterokedasticity) .

                          ˆ
                          ∑ is not always positive-semidefinite.
Model: Estimation methods
                                                                                     1º -3SLS estimation
                                                 Robust residual covariance         2º -GMM (3SLS robust)                 Misspecification
             GMM(3SLS robust)                      matrix is not achieved.          estimation without the non                    vs
                                                                                    significant variables in step          efficiency gain
                                                                                    1º.
                                                      Some element of the
                                                                       ˆ
                                                      main diagonal of ∑
                                                      may be negative.
Estimation
 method                                                                         There are not certainty that the non
                                ˆ 1
                                S=
                                   N
                                       ∑ u i2zi zi′
                                         ˆ                                  significant variables in step 1º would not be
                                        i                                               significant in step 2º!!!


                                                                                                                         Good
                                                                                                                    specification
             3SLS                                                                                                         vs
                                                                                                                    Efficiency lost
Results



 Do LCCs travelers spend more money in
             destination?
3SLS Regression :

                               Equation 1 ( origin)                                    Equation 2 (destination)

                  Parameter                               Std. desv       Parameter                               Std. desv

   exporigin          -                                       -           0.182***                                (0.068)

   expisland      0.585***                                 (0.050)            -                                       -

    Income        0.002***                                 (0.000)        0.001***                                (0.000)

    Trime2        -3.379***                                (0.434)        1.421***                                (0.364)

    Trime3        -3.807***                                (0.498)        1.122***                                (0.418)

    Trime4        -2.830***                                (0.476)        1.078***                                (0.375)

  Year 2010       3.322***                                 (0.360)            -                                       -

  Year 2011       3.015***                                 (0.442)            -                                       -

   Germany        -5.854***                                (1.655)        -11.063***                              (1.453)

    Austria       8.264***                                 (2.141)        -9.813***                               (1.507)

   Belgium          2.926                                  (1.825)        -6.408***                               (1.295)

   Denmark         3.651**                                 (1.847)        -9.607***                               (1.287)

     Spain        -12.961***                               (1.485)         2.920**                                (1.398)

    Finland         2.921                                  (1.864)        -10.471***                              (1.299)

    France          0.611                                  (1.870)        -6.430***                               (1.330)

The Netherlands   -6.554***                                (1.735)        -9.525***                               (1.496)

    Ireland       -21.804***                               (1.670)        7.710***                                (1.732)

     Italy          -2.706                                 (1.954)          -1.754                                (1.430)

   Norway         -5.809***                                (1.733)          -1.842                                (1.361)

    Poland        -12.047***                               (2.241)          -0.266                                (1.855)

   Portugal       -12.064***                               (2.569)          -2.097                                (2.075)

United Kingdom    -14.945***                               (1.581)        -6.932***                               (1.772)

Czech Republic      -1.369                                 (2.952)        -11.989***                              (2.189)

    Russia        -9.452***                                (2.836)        19.822***                               (1.917)

   Sweden           2.931                                  (1.802)        -12.080***                              (1.247)

  Switzerland     9.407***                                 (1.958)        -8.523***                               (1.420)

  Luxemburg       16.346***                                (3.792)        -8.791***                               (2.851)
3SLS Regression :
                                     Equation 1 (origin)                                       Equation 2 (destination)
                        Parameter                                      Std. desv   Parameter                              Std. desv
     Lanzarote          0.337***                                        (0.095)    -0.315***                              (0.070)
   Fuerteventura          -0.014                                        (0.102)    0.210***                               (0.075)
    Gran Canaria        -0.505***                                       (0.101)    -0.489***                              (0.090)
      Tenerife          0.318***                                        (0.102)    -0.762***                              (0.066)
     La Gomera            -0.146                                        (0.183)     -0.196                                (0.133)
      La Palma          -0.900***                                       (0.152)    0.769***                               (0.112)
      El Hierro           0.187                                         (0.589)      0.368                                (0.426)
 Lower than 2 years     -9.590***                                       (1.018)    -7.047***                              (1.244)
   2 and 12 years       -2.203***                                       (0.425)    -5.113***                              (0.463)
   13 and 65 years      1.109***                                        (0.336)    -4.725***                              (0.201)
 Older than 65 years      0.599                                         (0.560)    -7.466***                              (0.418)
       Couple           -10.341***                                      (0.501)      0.202                                (0.823)
       Family           -1.947***                                       (0.632)    1.201***                               (0.464)
       Friends          -10.488***                                      (0.620)    2.227***                               (0.760)
     Coworkers          20.195***                                       (1.980)     3.939*                                (2.026)
      Climate               -                                              -       -3.066***                              (0.621)
      Beaches               -                                              -       -1.702***                              (0.404)
     Landscape              -                                              -       -1.345***                              (0.375)
Environmental quality       -                                              -        -0.931*                               (0.507)
     quietness              -                                              -       -2.067***                              (0.283)
   Active tourism           -                                              -       -4.173***                              (0.606)
   Helth tourism            -                                              -        2.825**                               (1.116)
    Theme park              -                                              -        1.643**                               (0.765)
        Golf                -                                              -       9.846***                               (1.014)
    Other sports            -                                              -        -1.840*                               (1.023)
      Nightlife             -                                              -       4.274***                               (0.633)
      Shopping              -                                              -       5.169***                               (0.628)
     New place              -                                              -       -1.311***                              (0.454)
  Ease of Traveling         -                                              -       -2.916***                              (0.409)
        Price                                                                      -4.663***                              (0.888)
      For Kids                                                                     -1.893***                              (0.529)
   Previous visits      -0.044***                                       (0.006)    0.021***                               (0.005)


    Observations          53608                                                     53608
         R2               0.842                                                      0.718
        Chi2            2.89e+05                                                   1.37e+05
pa variables                                                                                      pal variables
                                   Equation 1 (origin)              Equation 2 (destination)                                          Equation 1 (origin)              Equation 2 (destination)
                            parameter              Std. desv.   parameter              Std. desv.                              parameter              Std. desv.   parameter             Std. desv.

(Flight(F))-5       stars     -7.606                 (8.862)    130.161***              (6.950)     (Flight(F))-5      stars     1.156                  (5.086)    -11.154***              (3.652)

hotel                                                                                               hotel-LCC

(Flight(F))-4       stars    14.800**                (6.825)    90.253***               (6.651)     (Flight(F))-4      stars     -1.386                 (3.192)    -12.686***              (2.316)

hotel                                                                                               hotel- LCC

(Flight(F))-3       stars   17.171***                (6.458)    73.906***               (6.276)     (Flight(F))-3      stars     3.858                  (3.731)    -8.354***               (2.664)

hotel                                                                                               hotel- LCC

(Flight(F))-apartment       16.103***                (5.680)    65.531***               (5.709)     (Flight(F))-                 -2.086                 (1.908)      -1.446                (1.379)
                                                                                                    apartment- LCC

(Flight(F))-friends         25.071***                (4.992)    44.614***               (5.398)     (Flight(F))-friends        -4.040***                (1.239)     2.127**                (0.907)

and family                                                                                          and family- LCC
                                                                                                    (Flight(F))-other- LCC      -4.443*                 (2.559)      1.667                 (1.850)
(Flight(F))-other           27.826***                (5.406)    49.915***               (5.872)

(F+Accommodation(           102.242***               (7.306)    72.965***              (12.194)     (F+Accommodation(            -0.897                 (5.161)    -16.616***              (3.726)

A))-5 stars hotel                                                                                   A))-5 stars hotel- LCC

(F+Accommodation(           75.679***                (5.402)    47.179***               (9.028)     (F+Accommodation(          -8.813***                (2.112)      0.878                 (1.623)
A))-4 stars hotel                                                                                   A))-4 stars hotel- LCC

(F+Accommodation(           56.268***                (5.353)    49.695***               (7.786)
                                                                                                    (F+Accommodation(          -9.360***                (1.782)     2.416*                 (1.380)
A))-3 stars hotel
                                                                                                    A))-3 stars hotel- LCC

(F+Accommodation(           53.837***                (5.216)    48.885***               (7.576)
                                                                                                    (F+Accommodation(          -7.815***                (0.721)     1.704**                (0.690)
A))-apartment
                                                                                                    A))-apartment- LCC
(F+Accommodation(           51.411***                (5.431)    46.114***               (7.297)
                                                                                                    (F+Accommodation(            -3.971                 (2.607)      1.119                 (1.888)
A))-other
                                                                                                    A))-other- LCC
(F+A+Breakfast(B))-5        114.416***               (6.140)    57.306***              (12.255)     (F+A+Breakfast(B))-5       -10.057***               (2.732)      2.299                 (2.054)
stars hotel                                                                                         stars hotel- LCC
                                                                                                    (F+A+ Breakfast(B))-       -10.735***               (2.151)      1.717                 (1.701)
(F+A+ Breakfast(B))-        89.794***                (5.544)    49.033***              (10.086)
                                                                                                    4 stars hotel- LCC
4 stars hotel

(F+A+ Breakfast(B))-        70.638***                (5.504)    47.437***               (8.704)     (F+A+ Breakfast(B))-        -6.020*                 (3.226)     5.539**                (2.318)
3 stars hotel                                                                                       3 stars hotel- LCC

(F+A+ Breakfast(B))-        66.021***                (5.388)    46.611***               (8.391)     (F+A+ Breakfast(B))-       -10.409***               (2.749)      -0.433                (2.117)
apartment                                                                                           apartment- LCC

(F+A+ Breakfast(B))-        83.573***               (13.895)     30.455**              (12.910)
                                                                                                    (F+A+ Breakfast(B))-        -24.301                (16.176)    24.828**               (11.634)
other
                                                                                                    other- LCC
pa variables                                                                                    pal variables
                                Equation 1 (origin)               Equation 2 (destination)                                          Equation 1 (origin)               Equation 2 (destination)
                         parameter              Std. desv.    parameter             Std. desv.                               parameter               Std. desv.   parameter              Std. desv.

                                                                                                 (F+A+half                   -9.156***                (2.639)       1.914                 (1.981)
(F+A+half                127.901***               (5.373)     35.821***              (12.315)
                                                                                                 board(HB))-5       stars
board(HB))-5     stars
                                                                                                 hotel- LCC
hotel
                                                                                                 (F+A+                half   -8.990***                (1.085)     3.986***                (0.909)
(F+A+             half   90.219***                (5.014)     35.368***               (9.572)
                                                                                                 board(HB))-4       stars
board(HB))-4     stars
                                                                                                 hotel- LCC
hotel
                                                                                                 (F+A+                half     -2.623                 (2.001)       0.427                 (1.444)
(F+A+             half   71.111***                (5.075)     38.490***               (8.404)
                                                                                                 board(HB))-3       stars
board(HB))-3     stars
                                                                                                 hotel- LCC
hotel
                                                                                                 (F+A+                half   -9.585***                (2.265)     5.225***                (1.681)
(F+A+             half   72.649***                (5.097)     37.799***               (8.478)
                                                                                                 board(HB))-
board(HB))-
                                                                                                 apartment- LCC
apartment
                                                                                                 (F+A+                half     -3.286                (11.397)      -8.374                 (8.212)
(F+A+             half   77.778***                (9.290)     38.801***              (10.334)
                                                                                                 board(HB))-other-
board(HB))-other
                                                                                                 LCC
(F+A+HB+Dinner(D))       129.789***               (5.914)     29.751**               (12.363)
                                                                                                 (F+A+HB+Dinner(D))-         -14.699**                (7.224)     10.954**                (5.222)
-5 stars hotel
                                                                                                 5 stars hotel- LCC
(F+A+HB+Dinner(D))       92.318***                (5.056)     31.847***               (9.567)
                                                                                                 (F+A+HB+Dinner(D))-           -3.556                 (2.693)      -0.034                 (1.953)
-4 stars hotel
                                                                                                 4 stars hotel- LCC
(F+A+HB+Dinner(D))       80.284***                (5.354)     33.219***               (8.897)
                                                                                                 (F+A+HB+Dinner(D))-           -2.614                 (4.199)      -0.471                 (3.028)
-3 stars hotel
                                                                                                 3 stars hotel- LCC
(F+A+HB+Dinner(D))       71.242***                (5.676)     34.092***               (8.427)
                                                                                                 (F+A+HB+Dinner(D))-           -4.008                 (4.300)      7.506**                (3.083)
-apartment
                                                                                                 apartment- LCC
(F+A+HB+Dinner(D))       129.932***               (5.687)      22.668*               (12.160)
                                                                                                 (F+A+HB+Dinner(D))-           -8.843                 (7.152)       5.843                 (5.171)
-other
                                                                                                 other- LCC
(F+A+All inclusive)-5    125.542***               (5.194)      21.548*               (11.597)
                                                                                                 (F+A+All inclusive)-5       -10.666***               (3.727)       0.679                 (2.770)
stars hotel
                                                                                                 stars hotel- LCC
(F+A+ All inclusive)-4   99.646***                (4.724)     22.534**                (9.727)
                                                                                                 (F+A+ All inclusive)-4      -8.748***                (1.036)     3.123***                (0.873)
stars hotel
                                                                                                 stars hotel- LCC
(F+A+ All inclusive)-3   89.705***                (4.792)     25.560***               9.171)
                                                                                                 (F+A+ All inclusive)-3      -13.828***               (1.557)     4.150***                (1.370)
stars hotel
                                                                                                 stars hotel- LCC
(F+A+ All inclusive)-    82.958***                (4.923)     29.942***               (8.891)
                                                                                                 (F+A+ All inclusive)-       -14.490***               (1.773)     5.059***                (1.491)
apartment
                                                                                                 apartment- LCC
(F+A+ All inclusive)-    136.551***               (5.551)      14.949                (12.291)
                                                                                                 (F+A+ All inclusive)-       -20.593***               (5.716)      7.985*                 (4.276)
other
                                                                                                 other- LCC
Results: reduced form                                                        4
      exporigini = [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]incomei + ∑ [( β1γ 3t + β 3t ) / (1 − β1γ 1 )]termit
                                                                            t =1
           2011                                                 31
      +    ∑ [(β     1
                         + β 4 y ) / (1 − β1γ 1 )] yeariy + ∑ [( β1γ 5 h + β 5 h ) / (1 − β1γ 1 )] paih
          y = 2009                                              h =1

           31                                                    7
      + ∑ [( β1γ 6 h + β 6 h ) / (1 − β1γ 1 )] palih + ∑ [( β1γ 7 d + β 7 d ) / (1 − β1γ 1 )]destinationid
          h =1                                                  d =1
           4                                                           5
      + ∑ [( β1γ 8 r + β8 r ) / (1 − β1γ 1 )] partyir + ∑ [( β1γ 9 r + β 9 r ) / (1 − β1γ 1 )] peopleio
          r =1                                                       o =1
           16
      + ∑ [ β1γ 10 m / (1 − β1γ 1 )]motivationim + [( β1γ 11 + β11 ) / (1 − β11γ 1 )] previousi
          m =1

      +[ β11 / (1 − β11γ 21 )]ei + [1/ (1 − β11γ 21 )]ui

                                                                             4
      expisland i = [(γ 1 β 2 + γ 2 ) / (1 − β1γ 1 )]incomei + ∑ [(γ 1 β 3t + γ 3t ) / (1 − β1γ 1 )]termit
                                                                            t =1
           2011                                           31
      +    ∑ [(γ β   1   4y
                              ) / (1 − β1γ 1 )] yeariy + ∑ [(γ 1β 5 h + γ 5 h ) / (1 − β1γ 1 )] paih
          y = 2009                                       h =1

           31                                                    7
      + ∑ [(γ 1β 6 h + γ 6 h ) / (1 − β1γ 1 )] palih + ∑ [(γ 1 β 7 d + γ 7 d ) / (1 − β1γ 1 )]destinationid
          h =1                                                  d =1
           4                                                           5
      + ∑ [(γ 1β 8 r + γ 8 r ) / (1 − β1γ 1 )] partyir + ∑ [(γ 1β 9 r + γ 9 r ) / (1 − β1γ 1 )] peopleio
          r =1                                                       o =1
          16
      + ∑ [γ 10 m / (1 − β1γ 1 )]motivationim + [(γ 1β11 + γ 11 ) / (1 − β1γ 1 )]vecesi
          m =1

      +[γ 1 / (1 − β1γ 1 )]ui + [1 / (1 − β1γ 1 )]ei
Results: origin
                              Non-LCC: euros per person and night
                                                3,2 or 1               Family or
                        5 stars     4 stars                Apartment               Other
                                                 stars                  friends
   Only flight (F)      76,69        75,63       67,59       60,91       57,25     63,81
(F) + Accommodation
                        162,16      115,56       95,48       92,23                 87,71
         (A)

(F+A) + Breakfast (B)   165,53      132,56      110,08       104,38                113,44

 (F+A)+Half Board
                        166,55      124,09      104,76       106,03                112,42
      (HB)

 (F+A+HB)+Dinner
                        164,69      124,14      111,57       102,03                160,22
       (D)
(F+A)+ All Inclusive    154,57      126,24      117,10       112,42                162,57
Results: origin
                        LCC: euros per person and night with respect to non-LCC
                                                    3,2 or 1                  Family or
                            5 stars     4 stars                Apartment                  Other
                                                     stars                     friends
   Only flight (F)           -6,01       -9,85       -1,15        -3,28           -3,13   -3,88
(F) + Accommodation
                            -11,88       -9,29       -8,89        -7,63                   -3,71
         (A)

(F+A) + Breakfast (B)        -9,75      -10,89       -3,11       -11,93                   -10,94

 (F+A)+Half Board
                             -8,99       -7,45       -2,66        -7,30                   -9,16
      (HB)

 (F+A+HB)+Dinner
                             -9,28       -4,00       -3,23        0,43                    -6,07
       (D)
(F+A)+ All Inclusive        11,49        -7,74      -12,76       -12,90                   -17,81
Results: destination
                              Non-LCC: euros per person and night
                                                3,2 or 1               Family or
                        5 stars     4 stars                Apartment               Other
                                                 stars                  friends
   Only flight (F)      144,09      103,99       86,18       76,59       55,01     61,50
(F) + Accommodation
                        102,42       68,17       67,04       65,64                 62,04
         (A)

(F+A) + Breakfast (B)   87,37        73,11       67,43       65,57                 51,06

 (F+A)+Half Board
                        66,07        57,91       57,52       57,06                 59,22
      (HB)

 (F+A+HB)+Dinner
                        59,66        54,39       53,48       52,62                 51,77
       (D)
(F+A)+ All Inclusive    49,62        45,46       46,83       50,36                 44,48
Results: destination
                        LCC: euros per person and nights with respect to non-LCC
                                                    3,2 or 1                  Family or
                            5 stars     4 stars                Apartment                  Other
                                                     stars                     friends
   Only flight (F)          -12,24      -14,48       -8,56        -2,04            1,56   0,96
(F) + Accommodation
                            -18,77       -0,81       0,80         0,32                    0,45
         (A)

(F+A) + Breakfast (B)        0,53        -0,26       4,97         -2,60                   22,84

 (F+A)+Half Board
                             0,28        2,63        -0,06        3,90                    -10,04
      (HB)

 (F+A+HB)+Dinner
                             9,27        -0,76       -1,06        7,58                    4,74
       (D)
(F+A)+ All Inclusive         -1,41       1,72        1,83         2,72                    4,75
Results: origin
              LCC: euros by mean nights and mean party size (with respect to non-LCC)
                                                 3,2 or 1                   Family or
                         5 stars      4 stars                Apartment                  Other
                                                  stars                      friends
   Only flight (F)        -92,36     -187,05      -16,46       -84,81         -70,97    -99,72
(F) + Accommodation
                         -196,67     -167,03      -173,60      -179,97        0,00      -106,30
         (A)

(F+A) + Breakfast (B)    -145,82     -159,24      -40,22       -208,11        0,00      -195,27

 (F+A)+Half Board
                         -169,31     -136,13      -47,31       -146,99        0,00      -168,91
      (HB)

 (F+A+HB)+Dinner
                         -138,67      -66,16      -54,47        9,38          0,00      -112,71
       (D)
(F+A)+ All Inclusive      202,91     -152,33      -248,29      -285,26        0,00      -362,25
Results: destination
              LCC: euros by mean nights and mean party size (with respect to non-LCC)
                                                 3,2 or 1                  Family or
                         5 stars     4 stars                Apartment                   Other
                                                  stars                     friends
   Only flight (F)       -188,27     -274,78     -122,36       -52,78         35,38     24,74
(F) + Accommodation
                         -310,80      -14,54      15,64         7,52          0,00      12,76
         (A)

(F+A) + Breakfast (B)     7,91        -3,81       64,31        -45,35         0,00      407,73

 (F+A)+Half Board
                          5,30        48,11       -0,99        78,45          0,00      -185,13
      (HB)

 (F+A+HB)+Dinner
                         138,56       -12,58      -17,83       165,83         0,00      88,01
       (D)
(F+A)+ All Inclusive     -24,86       33,78       35,68        60,04          0,00      96,59
Results: total
                                      31                                                                                                      
post-LCC in origin:         nshr *  ∑ [( β1γ 5 h + β 5 h ) / (1 − β1γ 1 )]* pa h * q h * sz h + [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]* income nlc  +
                                      h =1                                                                                                    
                                   31
                                                                                                                                                                                    
                           shr *  ∑ ( [( β1γ 6 h + β 6 h ) / (1 − β1γ 1 )] + [( β1γ 5 h + β5 h ) / (1 − β1γ 1 )]) * palh * q h * sz h + [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]* incomelc 
                                  h =1                                                                                                                                             



                             31
previous-LCC in origin:     ∑ [( β γ  1 5h
                                             + β 5 h ) / (1 − β1γ 1 )]* pa h * q h * sz h + [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]* income nlc
                             h =1




                                               31                                                                                                       
post-LCC in destination:             nshr *  ∑ [(γ 1 β5 h + γ 5 h ) / (1 − β1γ 1 )]* pa h * q h * sz h + [(γ 1 β 2 + γ 2 ) / (1 − β1γ 1 )]* income nlc  +
                                               h =1                                                                                                     
                                            31
                                                                                                                                                                                              
                                    shr *  ∑ ( [(γ 1β 5 h + γ 5 h ) / (1 − β1γ 1 )] + [(γ 1β 6 h + γ 6 h ) / (1 − β1γ 1 )]) * palh * q h * sz h + [(γ 1β 2 + γ 2 ) / (1 − β1γ 1 )]* incomelc 
                                           h =1                                                                                                                                              



                                     31
previous-LCC in destination:        ∑ [(γ β  1   5h
                                                      + γ 5 h ) / (1 − β1γ 1 )]* pa h * q nlc * sz nlc + [(γ 1β 2 + γ 2 ) / (1 − β1γ 1 )]* income nlc
                                     h =1
Results: total
               -181.67 euros on average per
     origin
                     travel and party




               -170.44 euros on average per
 destination
                     travel and party




               -352.11 euros on average per
                     travel and party
Conclusion:
- There are a change in tourist behaviour. (Reweighting effects).



- LCC tourist spend more in destination per person and night.


- But, spend less nights.


- And, the party size remain equal to non-LCC tourist.



- The overall results is that LCC tourists spend less in destination.
“ Doy lo que tengo, que
aquellos capaces de hacer
más hagan su más, como
  yo hago mi menos”
  Federico Inchausti,
  cabeza pensante del
TIDES (alguno tenía que
       haber…)

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Seminario tides - low cost

  • 1.
  • 2. The relationship between tourism expenditure in origin and destination: The Case of LCCs Juan Luis Eugenio Martín Federico Inchausti Sintes Seminario Tides, 19th October 2012
  • 3. Exordium Model and Data Results Conclusion
  • 5. Exordium: LCCs What is a Low cost carrier (LCC)? According to the CAA (2006): -High density seating -Single aircraft type -Fast turnaround times -Reduce cost to offer lower tickets prices
  • 6. Exordium: questions - Have LCCs increased the flow of tourism? - CAA(2006), Young and Whang(2011), Graham and Dennis(2010), Rey et al.(2011) and Davison and Ryley(2010). - Have they promoted economic growth in the region where they travel? - Young and Whang(2011), Pulina and Cortés-Jimenez(2010), Vera and Ivars(2009) and Castillo-Manzano et al.(2011)
  • 7. Exordium: questions - Do LCC passengers have a different behavior in regard to traditional carrier passengers? - Young and Whang(2011), Graham and Dennis(2010), Pulina and Cortés-Jimenez(2010). - Do LCC passengers spend more money at destination?
  • 8. Exordium: LCCs in Canary Islands - “(…)Si no lo hacen, no tendremos más remedio que cancelar todos los vuelos en Fuerteventura a partir del próximo 31 de enero", advirtió el ejecutivo, quien recordó que Ryanair genera "enormes ingresos" gracias a los más de "250.000 pasajeros" que viajan cada año a la isla con Ryanair.” Michael Cawley, vicepresidente de Ryanair (La Provincia, 19/11/2008) -“El cabildo de Gran Canaria ha adelantado que cerrará pronto acuerdos con Easyjet para que esta aerolínea (……) ‘debute’ para enlazar Gran Canaria con Suiza.” (residentecanario.com, 30/09/2012)
  • 9. Exordium: LCCs in Canary Islands - “El perfil del turista que utiliza las compañías de bajo coste no sólo quiere ahorrar en el billete sino en todo el gasto de sus vacaciones” (Rafael Gallego, presidente de la FEAVV, en Canarias7, 16/01/2011) - “La hipótesis que más fuerza está cobrando es que las personas que viajan en low cost tratan de ahorrarse en el billete del avión lo que luego se gastan en el destino.” Miembro del ejecutivo canario, (Canarias7, 05/02/2011)
  • 10. Exordium: LCCs in Canary Islands Tourists Arrivals to Canary Islands
  • 11. Exordium: LCCs in Canary Islands Where do they stay in Canary Islands?
  • 12. Exordium: LCCs in Canary Islands LCC travellers distribution (%) 5 stars 4 stars 3,2 or 1 Apartment Family or Other Total star friends Only flight (F) 0,52 1,41 1,37 4,16 9,38 2,15 18,99 (F) + Accommodation (A) 0,6 3,26 4,29 24,29 0 2,03 34,47 (F+A) + Breakfast (B) 1,72 2,39 1,06 1,04 0 0,07 6,27 (F+A)+Half Board (HB) 1,57 8,78 2,64 1,83 0 0,09 14,91 (F+A+HB)+Dinner (D) 0,26 1,51 1 0,68 0 0,1 3,54 (F+A)+ All Inclusive 0,87 10,98 5,01 4,72 0 0,24 21,82 Total 5,54 28,33 15,37 36,72 9,38 4,68 100
  • 13. Exordium: LCCs in Canary Islands Non LCC travellers distribution (%) 5 stars 4 stars 3,2 or 1 star Apartment Family or Other Total friends Only flight (F) 0,34 1,01 0,66 1,6 4,1 0,88 8,58 (F) + Accommodation (A) 0,39 3,03 2,94 14,61 0 0,98 21,95 (F+A) + Breakfast (B) 1,51 2,77 1,42 1,28 0 0,01 6,98 (F+A)+Half Board (HB) 3,09 18,57 4,55 2,27 0 0,06 28,55 (F+A+HB)+Dinner (D) 0,41 2,37 0,98 0,34 0 0,23 4,33 (F+A)+ All Inclusive 0,97 18,92 6,82 2,6 0 0,3 29,61 Total 6,7 46,68 17,36 22,7 4,1 2,46 100
  • 14. Exordium: LCCs in Canary Islands LCC- Non LCC travellers distribution differences (%) 5 stars 4 stars 3,2 or 1 star Apartment Family or Other Total friends Only flight (F) 0,18 0,40 0,71 2,56 5,28 1,27 10,41 (F) + Accommodation (A) 0,21 0,23 1,35 9,68 0,00 1,05 12,52 (F+A) + Breakfast (B) 0,21 -0,38 -0,36 -0,24 0,00 0,06 -0,71 (F+A)+Half Board (HB) -1,52 -9,79 -1,91 -0,44 0,00 0,03 -13,64 (F+A+HB)+Dinner (D) -0,15 -0,86 0,02 0,34 0,00 -0,13 -0,79 (F+A)+ All Inclusive -0,10 -7,94 -1,81 2,12 0,00 -0,06 -7,79 Total -1,16 -18,35 -1,99 14,02 5,28 2,22 0,00
  • 15. Exordium: LCCs in Canary Islands How many days do they remain on the islands?
  • 16. Exordium: LCCs in Canary Islands LCC travelers mean nights 5 stars 4 stars 3,2 or 1 Apartment Family or Other star friends Only flight (F) 6,69 8,91 7,63 12,20 12,42 10,66 (F) + Accommodation (A) 7,20 7,85 8,44 9,49 10,16 (F+A) + Breakfast (B) 6,51 6,96 6,75 7,82 9,42 (F+A)+Half Board (HB) 7,71 8,23 8,51 8,63 9,22 (F+A+HB)+Dinner (D) 7,10 7,62 8,82 10,12 8,98 (F+A)+ All Inclusive 7,23 7,94 8,26 8,71 9,73
  • 17. Exordium: LCCs in Canary Islands NLCC travelers mean nights 5 stars 4 stars 3,2 or 1 star Apartment Family or Other friends Only flight (F) 6,74 8,29 9,36 16,49 14,20 11,32 (F) + Accommodation (A) 7,28 9,00 9,89 10,87 11,36 (F+A) + Breakfast (B) 7,58 7,77 8,39 9,35 8,00 (F+A)+Half Board (HB) 8,49 9,16 9,27 9,94 10,54 (F+A+HB)+Dinner (D) 7,57 8,55 8,37 10,00 7,78 (F+A)+ All Inclusive 8,42 8,80 9,13 9,65 8,35
  • 18. Exordium: LCCs in Canary Islands LCC-NonLCC travelers mean nights differences 5 stars 4 stars 3,2 or 1 Apartment Family or Other star friends Only flight (F) -0,04 0,62 -1,72 -4,29 -1,78 -0,66 (F) + Accommodation (A) -0,08 -1,15 -1,46 -1,39 0,00 -1,20 (F+A) + Breakfast (B) -1,07 -0,81 -1,64 -1,53 0,00 1,42 (F+A)+Half Board (HB) -0,78 -0,94 -0,76 -1,32 0,00 -1,32 (F+A+HB)+Dinner (D) -0,46 -0,93 0,45 0,12 0,00 1,20 (F+A)+ All Inclusive -1,19 -0,86 -0,86 -0,95 0,00 1,38
  • 19. Exordium: LCCs in Canary Islands What is the travel party size?
  • 20. Exordium: LCCs in Canary Islands Mean Party size (no differences between LCC and nonLCCS travelers) 5 stars 4 stars 3,2 or 1 Apartment Family or Other star friends Only flight (F) 2,26 2,11 1,83 2,11 1,84 2,37 (F) + Accommodation (A) 2,53 2,39 2,37 2,44 2,60 (F+A) + Breakfast (B) 2,21 2,18 2,08 2,43 2,08 (F+A)+Half Board (HB) 2,36 2,20 2,09 2,36 1,95 (F+A+HB)+Dinner (D) 2,52 2,32 2,24 2,44 2,13 (F+A)+ All Inclusive 2,56 2,43 2,46 2,80 2,15
  • 22. Model: definition variables Endogenous variables: definition exporigin Expenditure in origin per person and night expisland Expenditure in destination per person and night Exogenous variables: definition income Annual income divided by 12 months term Trimester year Year destination Island visited: La Palma, El hierro, Tenerife, Gran Canaria, Fuerteventura and Lanzarote party lower than 2 years, between 2 and 12, between 13 and 65 years, older than 65 years people Alone, with couple, with family, friends and relative or coworkers motivation Main reason to travel to Canary Islands: sun and beach, cultural, landscape, prices, safety, etc previous visits From 1 to more than 10 times
  • 23. Model: variables definition Exogenous variables: definition p Package: flight, flight + accommodation, Flight + accommodation + Breakfast, flight + accommodation + half board, flight + accommodation + all inclusive. a Category of accommodation: Hotel 5*, Hotel 4*, Hotel 3*, Apartments, Households (friends, family), Others (timesharing, rural housing) pa Multiplicative variable between package and category of accommodation pal pa multiply by lowcost (1 if the passenger travels in lowcost and 0 the others cases)
  • 24. Model: simultaneous equations 4 2011 31 31 exporigini = β1expdestinationi + β 2incomei + ∑ β 3t termit + ∑ β 4 y yeariy + ∑ β 5 h paih + ∑ β 6 h palih Expenditure t =1 y = 2009 h =1 h =1 in 7 4 5 origin + ∑ β 7 d destinationid + ∑ β 8 r partyir + ∑ β 9 o peopleio + β11 previousi + ui d =1 r =1 o =1 4 31 31 expdestinationi = γ 1exporigini + γ 2incomei + ∑ γ 3t termit + ∑ γ 5 h paih + ∑ γ 6 h palih Expenditure t =1 h =1 h =1 in destination 7 4 5 16 + ∑ γ 7 d destinationid + ∑ γ 8 r partyir + ∑ γ 9 o peopleio + ∑ γ 10 m motivationim + γ 11 previousi + ei d =1 r =1 o =1 m =1
  • 25. Model: effect of pa and pal Figure 1a: decrease in consumption of LCCs Figure 1b: increase in consumption of LCCs tourists with respect to non-LCCs tourists tourists respect to non-LCCs tourists
  • 26. Model: simultaneous equations 4 2011 31 31 exporigini = β1expdestinationi + β 2incomei + ∑ β 3t termit + ∑ β 4 y yeariy + ∑ β 5 h paih + ∑ β 6 h palih Expenditure t =1 y = 2009 h =1 h =1 in 7 4 5 origin + ∑ β 7 d destinationid + ∑ β 8 r partyir + ∑ β 9 o peopleio + β11 previousi + ui Contemporary d =1 r =1 o =1 Correlations Endogenity among errors 4 31 31 expdestinationi = γ 1exporigini + γ 2incomei + ∑ γ 3t termit + ∑ γ 5 h paih + ∑ γ 6 h palih Expenditure t =1 h =1 h =1 in destination 7 4 5 16 + ∑ γ 7 d destinationid + ∑ γ 8 r partyir + ∑ γ 9 o peopleio + ∑ γ 10 m motivationim + γ 11 previousi + ei d =1 r =1 o =1 m =1
  • 27. Model: assumptions Var (ui ) = σ 2 Var (ui u j ) = 0 Homokedasticity in both equations Var (ei ) = σ 2 Var (ei e j ) = 0 Contemporary correlations error between E (ui ei ) = σ i both equations E (ui xi ) = 0 Exogenous explanatory E (ei xi ) = 0 variables in both equations E (ui expdestinationi ) ≠ 0 endogeneity E (ei exporigini ) ≠ 0
  • 28. Model: estimation methods Indirect ordinary Least square (IOLS) Limited endogeneity Instrumental variables information Two-step least squares (2SLS) Three-Step Least Squares Simultaneous (3SLS) equations context Contemporary Seemingly unrelated equations Complete correlation (SUR) information among errors
  • 29. Model: estimation problems Does the model has heteroskedasticity? Does 3SLS deal with it?
  • 30. Model: estimation methods Any of the previous estimators are a particular case of the GMM. Thus, GMM deals with endogeneity and/or error correlations . Generalized method of moment (GMM) And, it permits Robust residual covariance matrix ˆ estimation ( ∑ ) (it deal with heterokedasticity) . ˆ ∑ is not always positive-semidefinite.
  • 31. Model: Estimation methods 1º -3SLS estimation Robust residual covariance 2º -GMM (3SLS robust) Misspecification GMM(3SLS robust) matrix is not achieved. estimation without the non vs significant variables in step efficiency gain 1º. Some element of the ˆ main diagonal of ∑ may be negative. Estimation method There are not certainty that the non ˆ 1 S= N ∑ u i2zi zi′ ˆ significant variables in step 1º would not be i significant in step 2º!!! Good specification 3SLS vs Efficiency lost
  • 32. Results Do LCCs travelers spend more money in destination?
  • 33. 3SLS Regression : Equation 1 ( origin) Equation 2 (destination) Parameter Std. desv Parameter Std. desv exporigin - - 0.182*** (0.068) expisland 0.585*** (0.050) - - Income 0.002*** (0.000) 0.001*** (0.000) Trime2 -3.379*** (0.434) 1.421*** (0.364) Trime3 -3.807*** (0.498) 1.122*** (0.418) Trime4 -2.830*** (0.476) 1.078*** (0.375) Year 2010 3.322*** (0.360) - - Year 2011 3.015*** (0.442) - - Germany -5.854*** (1.655) -11.063*** (1.453) Austria 8.264*** (2.141) -9.813*** (1.507) Belgium 2.926 (1.825) -6.408*** (1.295) Denmark 3.651** (1.847) -9.607*** (1.287) Spain -12.961*** (1.485) 2.920** (1.398) Finland 2.921 (1.864) -10.471*** (1.299) France 0.611 (1.870) -6.430*** (1.330) The Netherlands -6.554*** (1.735) -9.525*** (1.496) Ireland -21.804*** (1.670) 7.710*** (1.732) Italy -2.706 (1.954) -1.754 (1.430) Norway -5.809*** (1.733) -1.842 (1.361) Poland -12.047*** (2.241) -0.266 (1.855) Portugal -12.064*** (2.569) -2.097 (2.075) United Kingdom -14.945*** (1.581) -6.932*** (1.772) Czech Republic -1.369 (2.952) -11.989*** (2.189) Russia -9.452*** (2.836) 19.822*** (1.917) Sweden 2.931 (1.802) -12.080*** (1.247) Switzerland 9.407*** (1.958) -8.523*** (1.420) Luxemburg 16.346*** (3.792) -8.791*** (2.851)
  • 34. 3SLS Regression : Equation 1 (origin) Equation 2 (destination) Parameter Std. desv Parameter Std. desv Lanzarote 0.337*** (0.095) -0.315*** (0.070) Fuerteventura -0.014 (0.102) 0.210*** (0.075) Gran Canaria -0.505*** (0.101) -0.489*** (0.090) Tenerife 0.318*** (0.102) -0.762*** (0.066) La Gomera -0.146 (0.183) -0.196 (0.133) La Palma -0.900*** (0.152) 0.769*** (0.112) El Hierro 0.187 (0.589) 0.368 (0.426) Lower than 2 years -9.590*** (1.018) -7.047*** (1.244) 2 and 12 years -2.203*** (0.425) -5.113*** (0.463) 13 and 65 years 1.109*** (0.336) -4.725*** (0.201) Older than 65 years 0.599 (0.560) -7.466*** (0.418) Couple -10.341*** (0.501) 0.202 (0.823) Family -1.947*** (0.632) 1.201*** (0.464) Friends -10.488*** (0.620) 2.227*** (0.760) Coworkers 20.195*** (1.980) 3.939* (2.026) Climate - - -3.066*** (0.621) Beaches - - -1.702*** (0.404) Landscape - - -1.345*** (0.375) Environmental quality - - -0.931* (0.507) quietness - - -2.067*** (0.283) Active tourism - - -4.173*** (0.606) Helth tourism - - 2.825** (1.116) Theme park - - 1.643** (0.765) Golf - - 9.846*** (1.014) Other sports - - -1.840* (1.023) Nightlife - - 4.274*** (0.633) Shopping - - 5.169*** (0.628) New place - - -1.311*** (0.454) Ease of Traveling - - -2.916*** (0.409) Price -4.663*** (0.888) For Kids -1.893*** (0.529) Previous visits -0.044*** (0.006) 0.021*** (0.005) Observations 53608 53608 R2 0.842 0.718 Chi2 2.89e+05 1.37e+05
  • 35. pa variables pal variables Equation 1 (origin) Equation 2 (destination) Equation 1 (origin) Equation 2 (destination) parameter Std. desv. parameter Std. desv. parameter Std. desv. parameter Std. desv. (Flight(F))-5 stars -7.606 (8.862) 130.161*** (6.950) (Flight(F))-5 stars 1.156 (5.086) -11.154*** (3.652) hotel hotel-LCC (Flight(F))-4 stars 14.800** (6.825) 90.253*** (6.651) (Flight(F))-4 stars -1.386 (3.192) -12.686*** (2.316) hotel hotel- LCC (Flight(F))-3 stars 17.171*** (6.458) 73.906*** (6.276) (Flight(F))-3 stars 3.858 (3.731) -8.354*** (2.664) hotel hotel- LCC (Flight(F))-apartment 16.103*** (5.680) 65.531*** (5.709) (Flight(F))- -2.086 (1.908) -1.446 (1.379) apartment- LCC (Flight(F))-friends 25.071*** (4.992) 44.614*** (5.398) (Flight(F))-friends -4.040*** (1.239) 2.127** (0.907) and family and family- LCC (Flight(F))-other- LCC -4.443* (2.559) 1.667 (1.850) (Flight(F))-other 27.826*** (5.406) 49.915*** (5.872) (F+Accommodation( 102.242*** (7.306) 72.965*** (12.194) (F+Accommodation( -0.897 (5.161) -16.616*** (3.726) A))-5 stars hotel A))-5 stars hotel- LCC (F+Accommodation( 75.679*** (5.402) 47.179*** (9.028) (F+Accommodation( -8.813*** (2.112) 0.878 (1.623) A))-4 stars hotel A))-4 stars hotel- LCC (F+Accommodation( 56.268*** (5.353) 49.695*** (7.786) (F+Accommodation( -9.360*** (1.782) 2.416* (1.380) A))-3 stars hotel A))-3 stars hotel- LCC (F+Accommodation( 53.837*** (5.216) 48.885*** (7.576) (F+Accommodation( -7.815*** (0.721) 1.704** (0.690) A))-apartment A))-apartment- LCC (F+Accommodation( 51.411*** (5.431) 46.114*** (7.297) (F+Accommodation( -3.971 (2.607) 1.119 (1.888) A))-other A))-other- LCC (F+A+Breakfast(B))-5 114.416*** (6.140) 57.306*** (12.255) (F+A+Breakfast(B))-5 -10.057*** (2.732) 2.299 (2.054) stars hotel stars hotel- LCC (F+A+ Breakfast(B))- -10.735*** (2.151) 1.717 (1.701) (F+A+ Breakfast(B))- 89.794*** (5.544) 49.033*** (10.086) 4 stars hotel- LCC 4 stars hotel (F+A+ Breakfast(B))- 70.638*** (5.504) 47.437*** (8.704) (F+A+ Breakfast(B))- -6.020* (3.226) 5.539** (2.318) 3 stars hotel 3 stars hotel- LCC (F+A+ Breakfast(B))- 66.021*** (5.388) 46.611*** (8.391) (F+A+ Breakfast(B))- -10.409*** (2.749) -0.433 (2.117) apartment apartment- LCC (F+A+ Breakfast(B))- 83.573*** (13.895) 30.455** (12.910) (F+A+ Breakfast(B))- -24.301 (16.176) 24.828** (11.634) other other- LCC
  • 36. pa variables pal variables Equation 1 (origin) Equation 2 (destination) Equation 1 (origin) Equation 2 (destination) parameter Std. desv. parameter Std. desv. parameter Std. desv. parameter Std. desv. (F+A+half -9.156*** (2.639) 1.914 (1.981) (F+A+half 127.901*** (5.373) 35.821*** (12.315) board(HB))-5 stars board(HB))-5 stars hotel- LCC hotel (F+A+ half -8.990*** (1.085) 3.986*** (0.909) (F+A+ half 90.219*** (5.014) 35.368*** (9.572) board(HB))-4 stars board(HB))-4 stars hotel- LCC hotel (F+A+ half -2.623 (2.001) 0.427 (1.444) (F+A+ half 71.111*** (5.075) 38.490*** (8.404) board(HB))-3 stars board(HB))-3 stars hotel- LCC hotel (F+A+ half -9.585*** (2.265) 5.225*** (1.681) (F+A+ half 72.649*** (5.097) 37.799*** (8.478) board(HB))- board(HB))- apartment- LCC apartment (F+A+ half -3.286 (11.397) -8.374 (8.212) (F+A+ half 77.778*** (9.290) 38.801*** (10.334) board(HB))-other- board(HB))-other LCC (F+A+HB+Dinner(D)) 129.789*** (5.914) 29.751** (12.363) (F+A+HB+Dinner(D))- -14.699** (7.224) 10.954** (5.222) -5 stars hotel 5 stars hotel- LCC (F+A+HB+Dinner(D)) 92.318*** (5.056) 31.847*** (9.567) (F+A+HB+Dinner(D))- -3.556 (2.693) -0.034 (1.953) -4 stars hotel 4 stars hotel- LCC (F+A+HB+Dinner(D)) 80.284*** (5.354) 33.219*** (8.897) (F+A+HB+Dinner(D))- -2.614 (4.199) -0.471 (3.028) -3 stars hotel 3 stars hotel- LCC (F+A+HB+Dinner(D)) 71.242*** (5.676) 34.092*** (8.427) (F+A+HB+Dinner(D))- -4.008 (4.300) 7.506** (3.083) -apartment apartment- LCC (F+A+HB+Dinner(D)) 129.932*** (5.687) 22.668* (12.160) (F+A+HB+Dinner(D))- -8.843 (7.152) 5.843 (5.171) -other other- LCC (F+A+All inclusive)-5 125.542*** (5.194) 21.548* (11.597) (F+A+All inclusive)-5 -10.666*** (3.727) 0.679 (2.770) stars hotel stars hotel- LCC (F+A+ All inclusive)-4 99.646*** (4.724) 22.534** (9.727) (F+A+ All inclusive)-4 -8.748*** (1.036) 3.123*** (0.873) stars hotel stars hotel- LCC (F+A+ All inclusive)-3 89.705*** (4.792) 25.560*** 9.171) (F+A+ All inclusive)-3 -13.828*** (1.557) 4.150*** (1.370) stars hotel stars hotel- LCC (F+A+ All inclusive)- 82.958*** (4.923) 29.942*** (8.891) (F+A+ All inclusive)- -14.490*** (1.773) 5.059*** (1.491) apartment apartment- LCC (F+A+ All inclusive)- 136.551*** (5.551) 14.949 (12.291) (F+A+ All inclusive)- -20.593*** (5.716) 7.985* (4.276) other other- LCC
  • 37. Results: reduced form 4 exporigini = [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]incomei + ∑ [( β1γ 3t + β 3t ) / (1 − β1γ 1 )]termit t =1 2011 31 + ∑ [(β 1 + β 4 y ) / (1 − β1γ 1 )] yeariy + ∑ [( β1γ 5 h + β 5 h ) / (1 − β1γ 1 )] paih y = 2009 h =1 31 7 + ∑ [( β1γ 6 h + β 6 h ) / (1 − β1γ 1 )] palih + ∑ [( β1γ 7 d + β 7 d ) / (1 − β1γ 1 )]destinationid h =1 d =1 4 5 + ∑ [( β1γ 8 r + β8 r ) / (1 − β1γ 1 )] partyir + ∑ [( β1γ 9 r + β 9 r ) / (1 − β1γ 1 )] peopleio r =1 o =1 16 + ∑ [ β1γ 10 m / (1 − β1γ 1 )]motivationim + [( β1γ 11 + β11 ) / (1 − β11γ 1 )] previousi m =1 +[ β11 / (1 − β11γ 21 )]ei + [1/ (1 − β11γ 21 )]ui 4 expisland i = [(γ 1 β 2 + γ 2 ) / (1 − β1γ 1 )]incomei + ∑ [(γ 1 β 3t + γ 3t ) / (1 − β1γ 1 )]termit t =1 2011 31 + ∑ [(γ β 1 4y ) / (1 − β1γ 1 )] yeariy + ∑ [(γ 1β 5 h + γ 5 h ) / (1 − β1γ 1 )] paih y = 2009 h =1 31 7 + ∑ [(γ 1β 6 h + γ 6 h ) / (1 − β1γ 1 )] palih + ∑ [(γ 1 β 7 d + γ 7 d ) / (1 − β1γ 1 )]destinationid h =1 d =1 4 5 + ∑ [(γ 1β 8 r + γ 8 r ) / (1 − β1γ 1 )] partyir + ∑ [(γ 1β 9 r + γ 9 r ) / (1 − β1γ 1 )] peopleio r =1 o =1 16 + ∑ [γ 10 m / (1 − β1γ 1 )]motivationim + [(γ 1β11 + γ 11 ) / (1 − β1γ 1 )]vecesi m =1 +[γ 1 / (1 − β1γ 1 )]ui + [1 / (1 − β1γ 1 )]ei
  • 38. Results: origin Non-LCC: euros per person and night 3,2 or 1 Family or 5 stars 4 stars Apartment Other stars friends Only flight (F) 76,69 75,63 67,59 60,91 57,25 63,81 (F) + Accommodation 162,16 115,56 95,48 92,23 87,71 (A) (F+A) + Breakfast (B) 165,53 132,56 110,08 104,38 113,44 (F+A)+Half Board 166,55 124,09 104,76 106,03 112,42 (HB) (F+A+HB)+Dinner 164,69 124,14 111,57 102,03 160,22 (D) (F+A)+ All Inclusive 154,57 126,24 117,10 112,42 162,57
  • 39. Results: origin LCC: euros per person and night with respect to non-LCC 3,2 or 1 Family or 5 stars 4 stars Apartment Other stars friends Only flight (F) -6,01 -9,85 -1,15 -3,28 -3,13 -3,88 (F) + Accommodation -11,88 -9,29 -8,89 -7,63 -3,71 (A) (F+A) + Breakfast (B) -9,75 -10,89 -3,11 -11,93 -10,94 (F+A)+Half Board -8,99 -7,45 -2,66 -7,30 -9,16 (HB) (F+A+HB)+Dinner -9,28 -4,00 -3,23 0,43 -6,07 (D) (F+A)+ All Inclusive 11,49 -7,74 -12,76 -12,90 -17,81
  • 40. Results: destination Non-LCC: euros per person and night 3,2 or 1 Family or 5 stars 4 stars Apartment Other stars friends Only flight (F) 144,09 103,99 86,18 76,59 55,01 61,50 (F) + Accommodation 102,42 68,17 67,04 65,64 62,04 (A) (F+A) + Breakfast (B) 87,37 73,11 67,43 65,57 51,06 (F+A)+Half Board 66,07 57,91 57,52 57,06 59,22 (HB) (F+A+HB)+Dinner 59,66 54,39 53,48 52,62 51,77 (D) (F+A)+ All Inclusive 49,62 45,46 46,83 50,36 44,48
  • 41. Results: destination LCC: euros per person and nights with respect to non-LCC 3,2 or 1 Family or 5 stars 4 stars Apartment Other stars friends Only flight (F) -12,24 -14,48 -8,56 -2,04 1,56 0,96 (F) + Accommodation -18,77 -0,81 0,80 0,32 0,45 (A) (F+A) + Breakfast (B) 0,53 -0,26 4,97 -2,60 22,84 (F+A)+Half Board 0,28 2,63 -0,06 3,90 -10,04 (HB) (F+A+HB)+Dinner 9,27 -0,76 -1,06 7,58 4,74 (D) (F+A)+ All Inclusive -1,41 1,72 1,83 2,72 4,75
  • 42. Results: origin LCC: euros by mean nights and mean party size (with respect to non-LCC) 3,2 or 1 Family or 5 stars 4 stars Apartment Other stars friends Only flight (F) -92,36 -187,05 -16,46 -84,81 -70,97 -99,72 (F) + Accommodation -196,67 -167,03 -173,60 -179,97 0,00 -106,30 (A) (F+A) + Breakfast (B) -145,82 -159,24 -40,22 -208,11 0,00 -195,27 (F+A)+Half Board -169,31 -136,13 -47,31 -146,99 0,00 -168,91 (HB) (F+A+HB)+Dinner -138,67 -66,16 -54,47 9,38 0,00 -112,71 (D) (F+A)+ All Inclusive 202,91 -152,33 -248,29 -285,26 0,00 -362,25
  • 43. Results: destination LCC: euros by mean nights and mean party size (with respect to non-LCC) 3,2 or 1 Family or 5 stars 4 stars Apartment Other stars friends Only flight (F) -188,27 -274,78 -122,36 -52,78 35,38 24,74 (F) + Accommodation -310,80 -14,54 15,64 7,52 0,00 12,76 (A) (F+A) + Breakfast (B) 7,91 -3,81 64,31 -45,35 0,00 407,73 (F+A)+Half Board 5,30 48,11 -0,99 78,45 0,00 -185,13 (HB) (F+A+HB)+Dinner 138,56 -12,58 -17,83 165,83 0,00 88,01 (D) (F+A)+ All Inclusive -24,86 33,78 35,68 60,04 0,00 96,59
  • 44. Results: total  31  post-LCC in origin: nshr *  ∑ [( β1γ 5 h + β 5 h ) / (1 − β1γ 1 )]* pa h * q h * sz h + [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]* income nlc  +  h =1   31  shr *  ∑ ( [( β1γ 6 h + β 6 h ) / (1 − β1γ 1 )] + [( β1γ 5 h + β5 h ) / (1 − β1γ 1 )]) * palh * q h * sz h + [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]* incomelc   h =1  31 previous-LCC in origin: ∑ [( β γ 1 5h + β 5 h ) / (1 − β1γ 1 )]* pa h * q h * sz h + [( β1γ 2 + β 2 ) / (1 − β1γ 1 )]* income nlc h =1  31  post-LCC in destination: nshr *  ∑ [(γ 1 β5 h + γ 5 h ) / (1 − β1γ 1 )]* pa h * q h * sz h + [(γ 1 β 2 + γ 2 ) / (1 − β1γ 1 )]* income nlc  +  h =1   31  shr *  ∑ ( [(γ 1β 5 h + γ 5 h ) / (1 − β1γ 1 )] + [(γ 1β 6 h + γ 6 h ) / (1 − β1γ 1 )]) * palh * q h * sz h + [(γ 1β 2 + γ 2 ) / (1 − β1γ 1 )]* incomelc   h =1  31 previous-LCC in destination: ∑ [(γ β 1 5h + γ 5 h ) / (1 − β1γ 1 )]* pa h * q nlc * sz nlc + [(γ 1β 2 + γ 2 ) / (1 − β1γ 1 )]* income nlc h =1
  • 45. Results: total -181.67 euros on average per origin travel and party -170.44 euros on average per destination travel and party -352.11 euros on average per travel and party
  • 46. Conclusion: - There are a change in tourist behaviour. (Reweighting effects). - LCC tourist spend more in destination per person and night. - But, spend less nights. - And, the party size remain equal to non-LCC tourist. - The overall results is that LCC tourists spend less in destination.
  • 47. “ Doy lo que tengo, que aquellos capaces de hacer más hagan su más, como yo hago mi menos” Federico Inchausti, cabeza pensante del TIDES (alguno tenía que haber…)