Estimation of Turkey hazelnut export quantity and prices with ARIMA model

Hazelnut is of strategic importance for Turkey and is a product subject to international trade. Turkey, which realizes 64% of the world hazelnut production, is also the country that exports the most. It is important to estimate the future hazelnut price, export amount and income from exports to main...

Full description

Saved in:
Bibliographic Details
Published inJournal of Agricultural Faculty of Gaziosmanpasa University Vol. 42; no. 1; pp. 27 - 35
Main Authors Kaplan, Kaan, Çiçek, Adnan
Format Journal Article
LanguageEnglish
Published 30.04.2025
Online AccessGet full text

Cover

Loading…
Abstract Hazelnut is of strategic importance for Turkey and is a product subject to international trade. Turkey, which realizes 64% of the world hazelnut production, is also the country that exports the most. It is important to estimate the future hazelnut price, export amount and income from exports to maintain the country’s position. Hazelnut export unit price, hazelnut export quantity and hazelnut export value variables in Turkey between 1961 and 2023 were used and forecasted with ARIMA model for 2024, 2025 and 2026. Statistical error evaluation criteria such as mean absolute percentage error (MAPE), mean absolute error (MAE), root mean square error (RMSE), normalized Bayesian information criterion (BIC) etc. were used to test the validity of the ARIMA model, which indicated that the model was reliable. In addition, the augmented Dickey-Fuller test (ADF) and Phillips-Perron test (PP) unit root tests were applied to determine the stationarity levels of the series. The series was stationarity at different levels and the Ljung-Box significance levels of the series were appropriate for the models. It is predicted that export unit price and hazelnut export value will follow an increasing trend in the next three years, while hazelnut export quantity will follow a fluctuating course. In addition, it can be said that the export quantity will continue to follow a fluctuating course over the years with the effect of periodicity in production, while the export unit price and export value will continue its upward trend in a fluctuating manner with the effect of the crisis experienced after 2005.
AbstractList Hazelnut is of strategic importance for Turkey and is a product subject to international trade. Turkey, which realizes 64% of the world hazelnut production, is also the country that exports the most. It is important to estimate the future hazelnut price, export amount and income from exports to maintain the country’s position. Hazelnut export unit price, hazelnut export quantity and hazelnut export value variables in Turkey between 1961 and 2023 were used and forecasted with ARIMA model for 2024, 2025 and 2026. Statistical error evaluation criteria such as mean absolute percentage error (MAPE), mean absolute error (MAE), root mean square error (RMSE), normalized Bayesian information criterion (BIC) etc. were used to test the validity of the ARIMA model, which indicated that the model was reliable. In addition, the augmented Dickey-Fuller test (ADF) and Phillips-Perron test (PP) unit root tests were applied to determine the stationarity levels of the series. The series was stationarity at different levels and the Ljung-Box significance levels of the series were appropriate for the models. It is predicted that export unit price and hazelnut export value will follow an increasing trend in the next three years, while hazelnut export quantity will follow a fluctuating course. In addition, it can be said that the export quantity will continue to follow a fluctuating course over the years with the effect of periodicity in production, while the export unit price and export value will continue its upward trend in a fluctuating manner with the effect of the crisis experienced after 2005.
Author Kaplan, Kaan
Çiçek, Adnan
Author_xml – sequence: 1
  givenname: Kaan
  orcidid: 0000-0002-5579-5707
  surname: Kaplan
  fullname: Kaplan, Kaan
– sequence: 2
  givenname: Adnan
  orcidid: 0000-0002-2671-1439
  surname: Çiçek
  fullname: Çiçek, Adnan
BookMark eNotz0FPwkAQBeA9YCIiZ6_7BwozHba0R0JQSTAmpvdmu52VxtKt3W20_HqJcHq39973ICata1mIJ4SFUgrWy0_XnW21wCTOKMaJmCIBRHGGcC_m3tclKEwRs4SmYr_zoT7pULtWOivzof_iUR71mZt2CJJ_O9cH-T3oNtRhlLqtZNfXhr38qcNRbj72bxt5chU3j-LO6sbz_JYzkT_v8u1rdHh_2W83h8hcNiOVlpCsGbISqhUAx6jSxGTERqVcKSayRISZVeXK4BoVaEytRbAmJrUimonltdb0zvuebXH5c9L9WCAU__7i6i9ufvoD7utSrw
Cites_doi 10.3848/iif.2009.277.6127
10.1002/9780470316566
10.46849/guiibd.1271782
10.26438/ijsrmss/v5i3.6568
10.21733/ibad.802726
10.17341/gazimmfd.494094
10.2307/1912517
10.17780/ksujes.1369811
10.19159/tutad.1408735
10.17671/gazibtd.648424
10.1016/S0304-4076(97)00049-3
ContentType Journal Article
DBID AAYXX
CITATION
DOI 10.55507/gopzfd.1629321
DatabaseName CrossRef
DatabaseTitle CrossRef
DatabaseTitleList CrossRef
DeliveryMethod fulltext_linktorsrc
EndPage 35
ExternalDocumentID 10_55507_gopzfd_1629321
GroupedDBID AAYXX
ABDBF
ACUHS
ALMA_UNASSIGNED_HOLDINGS
CITATION
EOJEC
OBODZ
ID FETCH-LOGICAL-c811-58b067e09b0d400e21586c93ec58ed5e33f33319f5b4c17150a18ff10fc235433
ISSN 1300-2910
IngestDate Tue Jul 01 05:03:47 EDT 2025
IsDoiOpenAccess false
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c811-58b067e09b0d400e21586c93ec58ed5e33f33319f5b4c17150a18ff10fc235433
ORCID 0000-0002-5579-5707
0000-0002-2671-1439
OpenAccessLink https://dergipark.org.tr/en/download/article-file/4562501
PageCount 9
ParticipantIDs crossref_primary_10_55507_gopzfd_1629321
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2025-04-30
PublicationDateYYYYMMDD 2025-04-30
PublicationDate_xml – month: 04
  year: 2025
  text: 2025-04-30
  day: 30
PublicationDecade 2020
PublicationTitle Journal of Agricultural Faculty of Gaziosmanpasa University
PublicationYear 2025
References ref13
ref35
ref12
cr-split#-ref29.1
ref34
ref15
ref14
ref31
ref30
ref11
ref33
ref10
ref32
ref2
ref1
ref17
ref16
ref19
cr-split#-ref29.2
ref18
ref24
ref23
ref26
ref25
ref20
ref22
ref21
ref28
ref27
ref8
ref7
ref9
ref4
ref3
ref6
ref5
References_xml – ident: ref1
– ident: ref3
– ident: ref28
  doi: 10.3848/iif.2009.277.6127
– ident: ref5
– ident: ref20
– ident: ref27
  doi: 10.1002/9780470316566
– ident: ref22
– ident: ref25
– ident: ref9
  doi: 10.46849/guiibd.1271782
– ident: ref24
  doi: 10.26438/ijsrmss/v5i3.6568
– ident: ref32
– ident: ref19
  doi: 10.21733/ibad.802726
– ident: ref4
  doi: 10.17341/gazimmfd.494094
– ident: ref11
– ident: ref17
– ident: ref34
– ident: ref15
– ident: ref30
– ident: ref13
  doi: 10.2307/1912517
– ident: ref2
  doi: 10.17780/ksujes.1369811
– ident: ref6
– ident: ref7
  doi: 10.19159/tutad.1408735
– ident: ref18
  doi: 10.17671/gazibtd.648424
– ident: ref21
– ident: #cr-split#-ref29.2
  doi: 10.1016/S0304-4076(97)00049-3
– ident: ref23
– ident: ref26
– ident: #cr-split#-ref29.1
– ident: ref8
– ident: ref16
– ident: ref10
– ident: ref35
– ident: ref12
– ident: ref33
– ident: ref14
– ident: ref31
SSID ssib051811963
ssib038075162
ssib031354277
ssib016082850
Score 2.2904108
Snippet Hazelnut is of strategic importance for Turkey and is a product subject to international trade. Turkey, which realizes 64% of the world hazelnut production, is...
SourceID crossref
SourceType Index Database
StartPage 27
Title Estimation of Turkey hazelnut export quantity and prices with ARIMA model
Volume 42
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3LTtwwFLUobNhUVIBogcoLFkhVwI7jPJaBzhSo6KIaJHYj27EpEmRGw8yC-XquH5NkeEjQTRQlkePknpwcP-4xQgckJZrGgkQJkyJKQHNEhTZpZM2qjFaUmcImJ1_-Sc-ukotrft3On3fZJVN5pOav5pX8T1ThGMTVZsl-ILJNoXAA9iG-sIUIw_ZdMe7B93nfaL7BbAJf5I9_Yq7v6tnUmveDtrZpkzYV9zFYAlhi8L2v5d_zy9IvhfOWRL2ZtNYcfWF33YD8LzG_HT3ci3osHkRnbkfD3mJ85ztWf4sWfXZMPs9u3dB8ph0Ll1UdzoeOh5h3xlA8VzJCorgIs1IDmSbxC9AEZsw6_1jvUPKcvbn1VoN3fjMaz011RFOQIj59etkn-9n_q5lVCO0ZV8TQFzAMBXxCazG0IYAE18qTnyf9Bd3Q1Nn3NXTFKONJ3KblWit-Tls3RQ5iyPKVa8KHR_dmUe6ux8vV7uicjmAZbKDPIYy49LD5glZ0vYnOW8jgkcEeMngBGewhgxeQwQAZ7CGDLWSwgwx2kNlCg35vcHoWhdU0IgX1jnguQZhoUkhSAW9rkHp5qgqmFc91xTVjhjHgY8NlomgG7QRBc2MoMSqG98LYNlqtR7XeQVjFMq8IM1ITkWRaFrwQdg3rgigF-ll8RYeLRx-OvWfK8I3YfHv_pbtovUXhHlqdTmZ6HwThVH4PgX0CqotdMQ
linkProvider EBSCOhost
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Estimation+of+Turkey+hazelnut+export+quantity+and+prices+with+ARIMA+model&rft.jtitle=Journal+of+Agricultural+Faculty+of+Gaziosmanpasa+University&rft.au=Kaplan%2C+Kaan&rft.au=%C3%87i%C3%A7ek%2C+Adnan&rft.date=2025-04-30&rft.issn=1300-2910&rft.volume=42&rft.issue=1&rft.spage=27&rft.epage=35&rft_id=info:doi/10.55507%2Fgopzfd.1629321&rft.externalDBID=n%2Fa&rft.externalDocID=10_55507_gopzfd_1629321
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1300-2910&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1300-2910&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1300-2910&client=summon