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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Data Science to measure the consumer perception on food safety</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Ana Ktona</string-name>
          <email>ana.ktona@fshn</email>
          <email>ana.ktona@fshn. edu.al</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Etleva Muça</string-name>
          <email>evadashi@ubt .ed</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ela Vrenozi</string-name>
          <email>elavrenozi@yaho</email>
          <email>elavrenozi@yaho o.com</email>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Denada Xhaja Alba Çomo</string-name>
          <email>alba.como@fshn</email>
          <email>denada.xhaja@fs</email>
          <email>denada.xhaja@fs alba.como@fshn. hn.edu.al edu.al</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Dep.Informatis</institution>
          ,
          <addr-line>Dep.Informatics</addr-line>
          ,
          <institution>Faculty of Natural Faculty of Natural, Sciences, Tirana Sciences</institution>
          ,
          <addr-line>Tirana</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Dep.Informatis, Faculty of</institution>
          ,
          <addr-line>Natural, Sciences, Tirana</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Faculty of</institution>
          ,
          <addr-line>Economy and, Agribusiness</addr-line>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>GFS Research</institution>
          ,
          <addr-line>Tirana</addr-line>
        </aff>
      </contrib-group>
      <abstract>
        <p />
      </abstract>
      <kwd-group>
        <kwd>food safety</kwd>
        <kwd>consumer</kwd>
        <kwd>survey</kwd>
        <kwd>data science</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Recent years the issue of food safety is</title>
      <p>becoming one of the most discussed
topics not only in the circles of experts,
but also to albanian consumers.
Identifying the origin of the product is
essential to have a high quality and safe
system. According to FAO (WHO)
"access to quality and safe food is a
fundamental individual right".
Guaranteeing this right is an important
priority of the Government. In the area
of food safety, veterinary and
phytosanitary issues, more than two
hundred of EU laws are adopted into
national legislation and several major
steps have been taken. Despite the
updates made in legislation: Do the
albanian consumers feel sure for the
food they consume? Are they informed
that ensuring the food safety is related to
the establishment of a traceability
system for each product? To answer this
question, we created a questionnaire for
consumers and gathered some
preliminary information from consumers
in the Tirana district. Preliminary
conclusions by analyzing data collected
from these surveys show that consumers
are increasingly concerned about the
content of the products they consume
and they require not only quality but
above all food safety. However, these
findings were not sufficient to provide
accurate estimates for food safety
perception of consumers. This is the
reason why a study was undertaken at
country level. Recognition and
evaluation of this situation will serve us
to understand the importance of food
safety, as well as the elements that
albanian consumers consider when
classifying a safe food. To realize the
main purpose of the work we created
two questionnaires, one for consumers
and one for traders / farmers. Data will
be collected through these semi closed
questionnaires in 12 counties of
Albania. Analysis of data will be done
through appropriate methods of Data
Science. The choice of which method to
use will be made after comparing the
performance they have over our data
and the knowledge that discovers each
of them after the implementation on
these data.
food
labeling,</p>
      <sec id="sec-1-1">
        <title>1. Introduction</title>
        <p>Food safety contains features and practices that
should be implemented to ensure the safety of
all food products. These practices include; rules
and standards, inspections and controls of food
and laboratory capacity. Food manufacturers are
primarily responsible for ensuring the safety of
their food products, but also processors and
consumers have a role in this process. Food
safety practices should cover the entire food
chain, including the environment, primary
production, processing, distribution, preparation
of the product ready for consumption.
The main goal of EU policy on food safety is to
protect the interests and health of consumers
while guaranteeing the good functioning of one
single market. To prevent food-borne diseases
are involved many sectors such as; public health,
animal health, plant and agriculture. For a better
prevention effective communication, exchange
of information and coordination of actions is
required from all the sectors.
Agricultural production and food security is
considered one of the strategic sectors of
Albania.</p>
        <p>This sector aims to ensure safe food of high
quality based on international standards, further
development of agricultural production and
processing capacities, and also improvement of
the food chain in the country. The food sector
aimes to meet the local demand for food,
providing employment, reducing imports of
agricultural products and increasing export
capacities, integration into international
organizations, improving rural life, sustainable
development and fnally why not an achievement
of economic growth in Albania.
Production of sufficient amounts of food while
maintaining acceptable nutritional characteristics
to meet the growing needs of the population
remains one of the most humane but also more
challenging activities for all food manufacturers.
Consumers seek for less expensive foods that
pose no risk and believe that the food safety
must be addressed at the farm or during
processing. However how much information do
the consumers require for the food products they
buy? Does the food safety affects the consumer
choice on food? How important is the origin,
production and distribution of food to the
consumer? Do all the agricultural products need
a kind of labeling and tracing system? These are
some questions raised during this study and to
which we will try to answer by gathering
information from the consumers and
traders/farmers themeselves.</p>
      </sec>
      <sec id="sec-1-2">
        <title>2. Methodology and materials</title>
        <p>The main purpose of this study is to recognize
and evaluate the current situation in terms of
food safety to the consumers food and in this
context, analyze and confirm hypotheses related
to food safety concerns.</p>
        <p>For this purpose a survey was conducted with
both consumers and farmers/traders. It is used a
qualitative methodology of collecting and
processing information, identifying and
analyzing different variables in favor of building
food safety statistics. The face to face
interviewing method is used as it is considered
as one of the most trusted methods of gathering
information.</p>
        <p>To conduct the study were used two types of
questionnaires. One questionnaire addressed to
the consumer and the other to the trader/farmer.
A total of 70 people were interviewed, among
which 50 consumers and 20 traders/farmers.
Questions directed to the consumer are mostly
about the food they consume and the food
safety. The questionnaire used for
traders/farmers indludes questions about their
clients and the product origins. Demographic
questions are included as well on both
questionaires to classify the respondets and help
understand and analyze better their responses .</p>
      </sec>
      <sec id="sec-1-3">
        <title>3. Actual situation of albanian consumer food safety</title>
        <p>There are several features that a food product
must have to ensure its safety. Earlier on this
paper we mentioned labeling and food
traceability system as main factors that provide
to the consumer information about the food
safety . Food must be accompanied by a
production label production, which in fact is like
a passport for the product. It provides useful
information about the origin of the product,
composition, microbiological composition, date
of expiry. Traceability is the process of tracing
and tracking food in all stages of production,
processing and distribution [Muk14].
Traceability is defined at all levels of
production, processing and distribution of food,
raw materials, with vegetable or animal origin,
animals that produce food or used in food
production, including the tracing of any other
substances used on food production. Local food
business operators establish a database system to
record all data and ensure the procedures which
enable their identification at any time.These
databases enable the identification of any food
fuenisher who has supplied the business
operator with specific food. Business operators
save this information for three years and than
pass it to the Ministry of Agriculture, Food and
Consumer Protection at their request.</p>
        <p>Many consumers are not aware of the existence
of such system and they usually do not seek this
kind of information when buing food products.
The survey conducted showed that all the
interviewed consumers (100% of them) buy at
least one food product withowt labeling. A cause
for this result may be that the Albanians
consumers prefer buing meat, fish and
vegetables from local farmers which most of
them have no labels for the food they sell. Also
food labeling and treacability system is a cost
for the business operator therefore
traders/farmers who sell food without label offer
it cheap and in a difficult economic situation
most of buyers prefer to buy at a lower price. As
many local studies indicate that the prices are
rising but revenues and food expenses for most
of Albanian families remain the same.</p>
      </sec>
      <sec id="sec-1-4">
        <title>4. Results from the survey</title>
        <p>The survey investigated the food purchasing
behavior of a representative sample in Tirana
district. Two questionnaires were addressed to
different persons among which 67% were
consumers and 33% traders/farmers.
The results indicate that most of the consumers
(68%) control the food products for labeling
although all of them (100%) buy food products
without labels. This indicates that although
labeling is considered important by the
consumers, it does not affect their purchasing
behavior. A cfause for that maybe the lack of
information about the labeling importance
among the consumers. An interesting fact is that
interviwed males do control the food labels
(77% of them) more than females (62%).
The age of the interviewers was set to be from
15 to 80 years old considering the fact that they
must be decision makers on buying food for the
family. Interviwers were divided into four age
groups to make tha sample more representative.
The four age groups give importance on
controling the food labels when buying food
(&gt;60%).</p>
        <p>Most of adolescent consumers aged from 15 to
18 years old control the food labels (73,68%)
the same happens with young adults aged 19 to
30, 75% of them control the labels when buying
food. With the older interviwers the percentage
gets lower, (63,16 % for group age 31 to 50 and
62,5% for the aged between 51 and 80 years
old). These values show that younger consumers
control the food labeling more than older ones.
This maybe considered as an indicator that the
young consumers have a higher level of
information on food labeling therefore they give
more importance to it. Another hipothesis maybe
that the younger consumers have less experience
on buying and cooking food products so they
need to know more about the food product they
buy.</p>
        <p>Generally respondents present themselves as
consumers almost always careful to
characteristics of food products as testifyies the
habit of reading information reported on labels.
On the other hand the purchase of products of
excellence – those always labeled and branded –
is yet a rare habit, at least in part, it can be
assumed, for cost reasons. There are many
Albanians who in their food consumtions, prove
to be not oriented to quality but on saving,
always choosing the cheapest offer without
taking into account the source.
It is without a doubt a quota of risen consumers
during these years pressing economic crisis.
They are numerous - especially among the
respondents with higher education - those who
favor the labeled and controlled food
consumption: 80% with higher education control
the food labels, 65% of medium education and
50% with low education level. As it is obvious
regardless the education level, food labeling is a
sensitive case for most of the consumers.
Analogous results also for fish and meat
consumption: as the education level gets higher
the percentual of buying and consuming
uncontrolled fish and meat products gets lower.
From 50% of interviwers with low level of
education who buy fish and meat on casual
shops, it decreases to 16% for the intreviwers of
medium education and only 7% for the
interviwers with high level of education.
This result analysis may say that , generally, to a
higher level of education corresponds a greater
attention to the food provenience, quality and
labels control.
The major part of the persons interviwed (84%)
declare that spend for food products half of their
family monthly income, considering the fact that
most of them (78%) declare themselves as
families with medium economic standards this
would leave to the conclusion that those
consumers spend a lot for food.
Considering also the traders/farmers answers,
most of them confirm that their consumers buy
regulary fruits and vegetables (92%) and meat or
animal originated products (85%).
This confirms the habit of albanians to eat good
and give great importance to the food they
consume.</p>
        <p>On the other hand for the families with
economic difficulties, it is observed that most of
them choose food considering the lower price
more than the quality. Proof of this is the
blooming in the albanian cities of shops, street
vendors - especially fruit and vegetables –
featuring low prices and poor quality. Analysis
of the survey respondents partly confirms this
issue, most of them declare to by food –fruit and
vegetables- on local or street vendors (60% of
the interviwed) and the rest (40%) buy these
products on regular markets or supermarkets.
Consumers are more sensitive when it comes to
products of animal origin (meat,milk and their
sub-products) , 52% of the respondets buy
products at controlled markets and
supermarkets, a considerable part of them tend
to buy those products directly from the farmers
(42%) which is explained by their freshness and
only a few of the respondents ( 6%) buy to local
shops or vendors.</p>
        <p>Results gathered from traders interviwed also
confirm there is more sensitivity on products
coming from animals than fruits and vegetables.
According to traders, 80% of the consumer does
not require information or check for labels on
fruits and vegetables and only 20% of them do.
The opposite for products with animal origin,
where only 14% of the consumers/buyers don’t
show interest of the products origin and labels
and 86% of them ask for the origin and
controlled and/or labeled products.
In addition of food labeling problem, traders
themselves confirm they sell food products
without labels, at least most of them (87,50%)
and only a small part (12,50%) do not sell
products without labels. This means that the
problem is not just informing consumers about
the labels and tracebility importance to assure
frood safety but also to raise awareness among
traders about the food labeling and tracing.
Most of traders (81%) claim that consumers do
not react to products without labels only (19%)
of traders responded that labeling of products
causes reaction.
Both of those observations support each other to
explain traders behavior. As it can be presumed
traders may take for granted the disinterest of
consumers on food labeling so they do not
consider relevant food labeling.</p>
      </sec>
      <sec id="sec-1-5">
        <title>5. Data Science</title>
        <p>contribution
actual
and
future
From the data collected and analysed this survey
highlights some of the main problems that need
to be solved to guarantee the food safety.
The very first problem ,according to results is
the lack of information about importance of food
labeling among the consumers and traders. A
partial solution from state organs might be to
organize open events or tv spots to inform the
public and by reducing costs of product labeling
for the food traders or producers. Another
solution is to build a secure system of
treacability and that the product origin and it’s
phases are included to the product label. Of
course there are many other solutions and steps
to be taken but here are mentioned a few.
These results show that many other surveys
should be taken in a wide range, including a
larger sample and more topics on food
consumption and safety. Also information from
websites, social networks could be veryu useful
to help understand the consumers concerns on
food safety and their needs for safe food.
This could be a Big data search. Similar to other
areas, the amount of “food safety related” data
being generated by government, industry and
academia is increasing rapidly [Wied15] .
 Track and Trace monitoring
 RFID chip technologies
 Sensor-based technologies</p>
        <p>(Humidity, Temperature)
 More testing (targeted and untargeted)
 Social media
 Outbreak detection and genome
sequencing
 GIS based data
Having the right data and applying the right data
mining techniques on them, many other models
maybe discovered and systems generating these
models may be built. These models may result
of a great importance to the food associations
and local government organisms helping them
make the right decisions and investments on
food safety.</p>
        <p>The construction and functioning of early
warning systems will inevitably require the
involvement of domain experts. However,
with the help of data mining, we can relieve
those experts from many time consuming
tasks, and also complement their knowledge
with new, interesting relations.</p>
        <p>Using all of these steps of Data Science is also
useful to traders/farmers and consumers as they
may always refer to survey results and models
generated to understand the recent trends and
situations on food safety.</p>
      </sec>
      <sec id="sec-1-6">
        <title>6. Call to action and the future</title>
        <p>What food producing and trading companies
should do to get the most from the power of
Data Science:
 Handwritten data on food products
should be eliminated, use digital data
instead [Wied15].
 Invest more in I.T systems and
solutions, including data analysts.
 Demand better predictive analyses
[Wied15].</p>
        <p> Move from retrospective trouble
shooting to prospective problem
prevention
 Use structured and unstructured sources
of food data
 Ask questions and question assumptions
 Train data scientists that can address
food related issues
 Enter public-private partnerships that
facilitate use of Data Science in food
safety as well as food production,
processing and distribution.
 Developing online platforms for global
networking, databases for information
sharing and tools to support food safety
management.</p>
        <p>Another practical facilitiy that the use of Data
Science provide for large food companies or
other interested parties would be building a risk
management system. Such a system would
involve a process control approach with a flag
system in place to signal where a new trend on
food is developing. For example, green flags
that indicate normal levels of activity would
move to red if significant additional features are
involved or combinations of contaminants occur
or levels of contaminant exceed set
concentrations. This level of activity would
ideally incorporate government and company
laboratory or food safety information
management system feeds.</p>
        <p>Build of a digital food treacability system
might be a great advantage as well, giving the
food producers the possibility to track on
realtime their product and discover early safety
problems that might occur during production or
distribution phases [ML16].</p>
      </sec>
      <sec id="sec-1-7">
        <title>Conclusions</title>
        <p>In recent years, Albania has made some
achievements in the development of food
industry. However, food safety problems, which
could not only impact the Albanian food export
trade and the sustainable economic
development, but directly threaten the health and
safety of customers, have become more critical.
With the development of social economy and the
improvement of technologies, the food quality
control system has being progressively refined
because of the implementation of the food
quality authentication, the product quality
supervision and the specific products
certification referring to international practice,
which has also significantly improved the
quality of some products. Considering the lack
of consumer information on food labels
importance, identified by using Data Science,
there is much more to do on this field . A
labeling system needs to be established for all
types of food products, especially for those with
animal provenience.</p>
        <p>Meanwhile, according to published industry
standards, the development of food standards
and quality inspection agencies have also being
progressively refined to improve the food
quality. Owing to promotion and
implementation of the advanced quality
management system, enhancement of the quality
supervision and improvement of the laws and
regulation system, the Albanian food quality
safety guarantee system would be more
complete. Food traceability system has been
considered as an effective means of protecting
the interests of consumers and improving the
food safety. If food enterprises want to have a
place in the highly competitive international
market, the Food Safety Traceability System
,which gives enterprises a competitive
advantage, must be established, and abilities of
food-tracing and data analysis must be kept, for
improving the food safety management level.
Meanwhile, based on correct data, government
regulators are expected to keep the over-all
situation of food quality safe.</p>
        <p>Data Science is without a doubt is a great partner
on this field. By keeping record of digital data,
gathering information through surveys or Big
Data techniques, analyzing, generating models
and building systems that use Data Mining, the
quality control would definitely be more
effective, thus bringing to a safe food.</p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>Yan Ma and Yongqiu Lin, Research</title>
      <p>and Exploration of the Key Elements
of Food Safety Data Analysis System
Based on the Food Safety
Traceability System, 2016</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [Mot15]
          <string-name>
            <surname>Motarjemi</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <source>Food Safety Management</source>
          .
          <year>2015</year>
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [Muk14]
          <string-name>
            <surname>Muka</surname>
            ,
            <given-names>A,</given-names>
          </string-name>
          <article-title>The issue of food security in Albania. www</article-title>
          .dw.de,
          <year>2014</year>
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          <string-name>
            <surname>[BLKV15] Adrie J.M. Beulens</surname>
            ,
            <given-names>Yuan</given-names>
          </string-name>
          <string-name>
            <surname>Li</surname>
            ,
            <given-names>Mark R.</given-names>
          </string-name>
          <string-name>
            <surname>Kramer</surname>
          </string-name>
          , and
          <string-name>
            <surname>Jack</surname>
            <given-names>G.A.J. van der Vorst</given-names>
          </string-name>
          ,
          <article-title>Possibilities for Applying Data Mining for Early Warning in Food Supply Networks</article-title>
          ,
          <year>2015</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [Wied15]
          <article-title>Martin Wiedmann, Does Big Data offer Better Solutions for Microbial Food Safety</article-title>
          and Quality?,
          <year>2015</year>
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [PN13]
          <string-name>
            <given-names>Andrea</given-names>
            <surname>Petróczi and Declan P. Naughton</surname>
          </string-name>
          ,
          <source>Food Safety Databases: A New Challenge</source>
          ,
          <year>2013</year>
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>