Modelling trends of the world isced using google trends for student’s enrollment forecast1 (1)
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Using Google Trends to forecast to predict and formulate student interest and enrollment trends. Ultimately it can be used as a marketing strategy.
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DATA MINING FOR STUDENTS’ EMPLOYABILITY PREDICTION
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Population and Sampling
The constructs of population and sampling are integral to all research undertakings. Populations refer to a complete set of elements, whether persons or objects, that possess some common characteristics defined by the sampling criteria established by the researcher(Han,2019). The number of elements in the populations reflects the size of the population. Populations can fall into either target populations or accessible populations. The targeted population for this research study will consist investment leaders from capital investment companies in the northeast of U.S , who have a least 5 years experiences in the industry and implanted strategies to increase investment return, and investment performance.
The population is a collection of individuals from which researchers develop their sample research study(Han, 2019). Researchers must ensure the targeted population to be accessible; selecting an inaccessible population could potentially affect the scholar's ability to collect data(Binde & Romild, 2019). Aligning the population with the research question allows researchers to collect data from strategic investment decision making leaders from capital investment industry in northeast region of the U.S ,who met the criteria from the research study. Hence, providing enough data is a precursor to credible analysis and reporting to determine an adequate sample size that has a direct relation with data saturation. However, the quantity is not the determining factor when it comes to data saturation; the quality of the data must align with the research study(Binde & Romild, 2019).
Sampling refers to the process of selecting a sample from a population of interest so that a researcher can fairly generalize the results gained from these participants to the population from which the researcher obtained the sample(Wei et al,2019). There are different types of sampling techniques that researchers can utilize during their investigations, which broadly fall into probability and non-probability sampling(Wei et al ,2019). Some of the most notable probability sampling techniques include simple random sampling, stratified sampling, clustered sampling, and systematic sampling (Han, 2019).
Thu, on the contrary, non-probability sampling techniques include convenience sampling, purposive sampling, quota sampling, and snowball sampling. The main difference between a sample and a population has to do with the manner in which the researcher assigns observations to the data set(Binde & Romild, 2019). A population includes all the elements from a data set, whereas a sample consists of one or more observations derived from the population. The constructs of population and sampling can indeed find direct application in my doctoral research study. I will use purposive sample to compute the correct sample size from the population that can make the findings easy to generalize to the wider population.
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This study has been undertaken to predict the student employability.Assessing student employability
provides a method of integrating student abilities and employer business requirements, which is becoming
an increasingly important concern for academic institutions. Improving student evaluation techniques for
employability can help students to have a better understanding of business organizations and find the right
one for them. The data for the training classification models is gathered through a survey in which students
are asked to fill out a questionnaire in which they may indicate their abilities and academic achievement.
This information may be used to determine their competency in a variety of skill categories, including soft
skills, problem-solving skills and technical abilities and so on.The goal of this research is to use data
mining to predict student employability by considering different factors such as skills that the students have
gained during their diploma level and time duration with respect to the knowledge they have captured
when they expect the placement at the end of graduation. Further during this research most specific skills
with relevant to each job category also was identified. In this research for the prediction of the student
employability different data mining models such as such as KNN, Naive Bayer’s, and Decision Tree were
evaluated and out of that best model also was identified for this institute's student’s employability
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IssaPopulation and SamplingThe constructs of population and sa.docx
Issa
Population and Sampling
The constructs of population and sampling are integral to all research undertakings. Populations refer to a complete set of elements, whether persons or objects, that possess some common characteristics defined by the sampling criteria established by the researcher(Han,2019). The number of elements in the populations reflects the size of the population. Populations can fall into either target populations or accessible populations. The targeted population for this research study will consist investment leaders from capital investment companies in the northeast of U.S , who have a least 5 years experiences in the industry and implanted strategies to increase investment return, and investment performance.
The population is a collection of individuals from which researchers develop their sample research study(Han, 2019). Researchers must ensure the targeted population to be accessible; selecting an inaccessible population could potentially affect the scholar's ability to collect data(Binde & Romild, 2019). Aligning the population with the research question allows researchers to collect data from strategic investment decision making leaders from capital investment industry in northeast region of the U.S ,who met the criteria from the research study. Hence, providing enough data is a precursor to credible analysis and reporting to determine an adequate sample size that has a direct relation with data saturation. However, the quantity is not the determining factor when it comes to data saturation; the quality of the data must align with the research study(Binde & Romild, 2019).
Sampling refers to the process of selecting a sample from a population of interest so that a researcher can fairly generalize the results gained from these participants to the population from which the researcher obtained the sample(Wei et al,2019). There are different types of sampling techniques that researchers can utilize during their investigations, which broadly fall into probability and non-probability sampling(Wei et al ,2019). Some of the most notable probability sampling techniques include simple random sampling, stratified sampling, clustered sampling, and systematic sampling (Han, 2019).
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Questions1. To what extent do you consider the title adequately re.pdf
Questions
1. To what extent do you consider the title adequately represents the research question and
research objectives?(5 points)
2. To what extent do you consider the literature discussed in the Background section supports the
research question and objectives? Give reasons for your answer. (5 points)
3. In relation to the title, research question and research objectives, what key points would you
wish to outline in a revised Background section? (5 points)
4. What are the strengths and weaknesses of the information provided in the Method, Timescale
and Resources sections? (5 points)
5. What key points would you wish to emphasise in revised Method, Timescale and Resources
sections? (5 points)
6. Proofread Katrinas draft proposal and make a list of all the spelling, typographical and
referencing errors you can find. (5 points)
Task 3:
Kristinas first draft research proposal
Kristina is studying for a masters degree in international business, Although she has chosen to
study overseas, she wishes to undertake her research project in her home country. She is
interested in the relationship between marketing strategy and international business and has
prepared her research proposal for an applied research project. This states that the aim of her
research project is to establish how the case study organisation (Healthy-FoodCo) can market a
dietary supplement (DietSupp) successfully in another country (OverSeasCountry). She emails
the first draft of her research proposal to her project supervisor and is surprised that he emails
back, requesting a meeting to talk through some concerns about the proposal. Below we present
an abbreviated version of the first draft of her research proposal. Please note the proposal
intentionally includes methodological, as well as spelling and grammatical, errors to allow you to
evaluate and improve it by working through the case study questions.
Title
The impact of national cultures and the marketing mix on consumer buying behaviour: A case
study of HealthyFoodCos marketing of a new diet supplement internationally.
Background (abridged)
The marketing mix is the central concept of marketing (Khan, 2014). Scholars argue that the
concept originated in the 1940s with Neil Borden (e.g. Schultz and Dev, 2012). At this point, the
concept of marketing mix was not formally defined and it was Jerome McCarthy who adapted
this concept in the 1950s into what is known as the 4Ps: product, price, place and promotion
(Schultze and Dev, 2012). Phillip Kotler then popularized the 4Ps (Schultz and Dev,2012),
which continue to be the most enduring marketing mixer framework. Each of the 4Ps may be
seen to be a controllable element that an organisation may use to formulate and implement a
marketing strategy that is adapted to the environment within which their target market exists
(Dadzie et alia 2017). The intention here is to influence customer buying behaviour favourably
towards the product being marketed.
However, as main critique surr.
International Business and Global Economy 2017, no. 36, pp. 27.docx
International Business and Global Economy 2017, no. 36, pp. 275–287
Biznes miêdzynarodowy w gospodarce globalnej 2017, nr 36, s. 275–287
Edited by the Institute of International Business, University of Gdañsk
ISSN 2300-6102
e-ISSN 2353-9496 DOI 10.4467/23539496IB.17.019.7467
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Dorota Simpson
Uniwersytet Gdañski
Advantages and disadvantages
of international virtual project teams
International virtual teams are a relatively new form of working organisation, closely linked to the
global development of information technologies. Their dynamic development is causing growing
interest in both advantages and weaknesses of this form of cooperation in international business.
The aim of this review paper, in addition to organising terminology related to different types of
teams, is to identify the benefits and shortcomings of this form of working organisation. To
achieve this aim, the descriptive method and qualitative approach were used. The basic method
of collecting qualitative data were unstructured individual and group interviews and observa-
tion, in particular participant observation. These were supplemented by data from secondary
sources, such as research papers and reports from quantitative studies. A comparative analysis of
the data collected from primary and secondary sources allowed to identify the advantages and
disadvantages of international virtual teams, with made it possible to formulate conclusions and
recommendations.
Keywords: international project, virtual project team, traditional project team, virtual communication
JEL classification: F23, J24, M16
Wady i zalety miêdzynarodowych wirtualnych zespo³ów projektowych
Miêdzynarodowe zespo³y wirtualne s¹ stosunkowo now¹ form¹ organizacji pracy, œciœle
powi¹zan¹ ze œwiatowym rozwojem technologii informacyjnych. Ich dynamiczny rozwój powo-
duje wzmo¿one zainteresowanie korzyœciami, ale tak¿e s³abymi stronami tego typu wspó³pracy
w biznesie miêdzynarodowym. Niniejszy artyku³ ma charakter przegl¹dowy, a jego celem jest,
oprócz uporz¹dkowania terminologii odnosz¹cej siê do ró¿nych typów zespo³ów, zidentyfiko-
wanie korzyœci oraz zagro¿eñ, jakie niesie za sob¹ ta forma pracy. Aby osi¹gn¹æ tak sformu³owany
cel, wykorzystano metodê opisow¹ oraz podejœcie jakoœciowe. Podstawow¹ metod¹ zbierania da-
nych jakoœciowych by³y nieustrukturyzowane indywidualne i grupowe wywiady oraz obserwacja,
w szczególnoœci obserwacja uczestnicz¹ca. Zosta³y one wsparte danymi pochodz¹cymi ze Ÿróde³
wtórnych w postaci publikacji naukowych i raportów z przeprowadzonych badañ iloœciowych.
Porównanie wyników analizy Ÿróde³ wtórnych i pierwotnych pozwoli³o na zidentyfikowanie za-
let i wad miêdzynarodowych zespo³ów wirtualnych, co u³atwi³o sf ...
Recursos Tecnológicos para o Ensino Híbrido
Recursos Tecnológicos para o Ensino Híbrido.
Uma apresentação sobre a formação em inovação educacional pelo CNAQ, MINESP
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Uso de tecnologias educativas no ensino de línguas estrangeiras e metodologia
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Future of education project overview oct 2018 lr
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The broadening world of education is undergoing several major shifts. Driven in part by technology innovation and new business models, the learning process is being reinvented and there is a transformation of education economics and outcomes. Alongside this, there are government imperatives to improve access and address the growing requirement for flexible knowledge workers with transferable skills who can adapt to the changing job market. An ageing workforce also means that there is an increasing need for lifelong learning and re-skilling. In addition there is an increasing demand for a more personalised, immersive and mobile learning experience. All this is challenging the traditional expectations around higher education and the role that universities should play. While countries such as Finland and Singapore are consistently seen as leaders in the field, other nations are trying hard to catch up.
Ahead of a series of global expert events during 2019, this is an overview of the Future of Education project. It provides some background on Future Agenda and preceding multi-nation programmes, highlights some of the questions being raised and outlines options for organisations around the world to get involved. Different governments, technology companies, universities and education service providers are collaborating to support this programme that will develop a clear, shared and detailed view of how the future of education may unfold. If you would like to join in and host one of these events in your region, do let us know (tim.jones@futureagenda.org) and we can integrate that into the planning.
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media for writing procedural texts for junior high school students. This research uses the Research and
Development (R&D) type of research which refers to the ADDIEmodel. The data collection instruments
for this research used questionnaires and test sheets.From the media experts' assessment results, an average
of 96.6% was obtained in the verygood category, material experts' results were obtained on average 80% in
the Good category,and language experts obtained an average of 94% in the Very Good category. This means that
it can be linked as a learning media based on the Pixellab application and is suitable for use inlearning. Judging
from the results of the trial in the small group, namely 10 students at thepre-test stage obtained a score of
588 and post-test 802 with a score of 0.51 in the quitedecent category, while in the large group, namely 27
students at the pre-test stage obtained ascore of 1,561 and pretest 2,220 with a score of 0.57 in the quite decent
category. So based onthe results of this comparison, the learning media based on the Pixellab application
forlessons on writing procedural texts is quite suitable for use as learning media in SMP.
KEYWORDS: Writing Procedure Texts, Pixellab Application, Learning Media.
Palos-Sanchez, Saura, Grilo and Robina.pdf
HOW ATTITUDES, VISION AND ABILITY TO CAPTURE
OPPORTUNITIES AFFECT STARTUPS’ BUSINESS CREATIVITY
Effective Strategy in Local & Regional Development
Paper presented at the 2014 R&D Management Conference in Stuttgart, Germany and published in the conference proceedings.
Ice b poster
A study on the usage of mobile devices vs desktops in collaborative environments: an approach based on flow experience
Poster on ICE-B conference
Athens, Greece
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Questions1. To what extent do you consider the title adequately re.pdf
Questions
1. To what extent do you consider the title adequately represents the research question and
research objectives?(5 points)
2. To what extent do you consider the literature discussed in the Background section supports the
research question and objectives? Give reasons for your answer. (5 points)
3. In relation to the title, research question and research objectives, what key points would you
wish to outline in a revised Background section? (5 points)
4. What are the strengths and weaknesses of the information provided in the Method, Timescale
and Resources sections? (5 points)
5. What key points would you wish to emphasise in revised Method, Timescale and Resources
sections? (5 points)
6. Proofread Katrinas draft proposal and make a list of all the spelling, typographical and
referencing errors you can find. (5 points)
Task 3:
Kristinas first draft research proposal
Kristina is studying for a masters degree in international business, Although she has chosen to
study overseas, she wishes to undertake her research project in her home country. She is
interested in the relationship between marketing strategy and international business and has
prepared her research proposal for an applied research project. This states that the aim of her
research project is to establish how the case study organisation (Healthy-FoodCo) can market a
dietary supplement (DietSupp) successfully in another country (OverSeasCountry). She emails
the first draft of her research proposal to her project supervisor and is surprised that he emails
back, requesting a meeting to talk through some concerns about the proposal. Below we present
an abbreviated version of the first draft of her research proposal. Please note the proposal
intentionally includes methodological, as well as spelling and grammatical, errors to allow you to
evaluate and improve it by working through the case study questions.
Title
The impact of national cultures and the marketing mix on consumer buying behaviour: A case
study of HealthyFoodCos marketing of a new diet supplement internationally.
Background (abridged)
The marketing mix is the central concept of marketing (Khan, 2014). Scholars argue that the
concept originated in the 1940s with Neil Borden (e.g. Schultz and Dev, 2012). At this point, the
concept of marketing mix was not formally defined and it was Jerome McCarthy who adapted
this concept in the 1950s into what is known as the 4Ps: product, price, place and promotion
(Schultze and Dev, 2012). Phillip Kotler then popularized the 4Ps (Schultz and Dev,2012),
which continue to be the most enduring marketing mixer framework. Each of the 4Ps may be
seen to be a controllable element that an organisation may use to formulate and implement a
marketing strategy that is adapted to the environment within which their target market exists
(Dadzie et alia 2017). The intention here is to influence customer buying behaviour favourably
towards the product being marketed.
However, as main critique surr.
International Business and Global Economy 2017, no. 36, pp. 27.docx
International Business and Global Economy 2017, no. 36, pp. 275–287
Biznes miêdzynarodowy w gospodarce globalnej 2017, nr 36, s. 275–287
Edited by the Institute of International Business, University of Gdañsk
ISSN 2300-6102
e-ISSN 2353-9496 DOI 10.4467/23539496IB.17.019.7467
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Dorota Simpson
Uniwersytet Gdañski
Advantages and disadvantages
of international virtual project teams
International virtual teams are a relatively new form of working organisation, closely linked to the
global development of information technologies. Their dynamic development is causing growing
interest in both advantages and weaknesses of this form of cooperation in international business.
The aim of this review paper, in addition to organising terminology related to different types of
teams, is to identify the benefits and shortcomings of this form of working organisation. To
achieve this aim, the descriptive method and qualitative approach were used. The basic method
of collecting qualitative data were unstructured individual and group interviews and observa-
tion, in particular participant observation. These were supplemented by data from secondary
sources, such as research papers and reports from quantitative studies. A comparative analysis of
the data collected from primary and secondary sources allowed to identify the advantages and
disadvantages of international virtual teams, with made it possible to formulate conclusions and
recommendations.
Keywords: international project, virtual project team, traditional project team, virtual communication
JEL classification: F23, J24, M16
Wady i zalety miêdzynarodowych wirtualnych zespo³ów projektowych
Miêdzynarodowe zespo³y wirtualne s¹ stosunkowo now¹ form¹ organizacji pracy, œciœle
powi¹zan¹ ze œwiatowym rozwojem technologii informacyjnych. Ich dynamiczny rozwój powo-
duje wzmo¿one zainteresowanie korzyœciami, ale tak¿e s³abymi stronami tego typu wspó³pracy
w biznesie miêdzynarodowym. Niniejszy artyku³ ma charakter przegl¹dowy, a jego celem jest,
oprócz uporz¹dkowania terminologii odnosz¹cej siê do ró¿nych typów zespo³ów, zidentyfiko-
wanie korzyœci oraz zagro¿eñ, jakie niesie za sob¹ ta forma pracy. Aby osi¹gn¹æ tak sformu³owany
cel, wykorzystano metodê opisow¹ oraz podejœcie jakoœciowe. Podstawow¹ metod¹ zbierania da-
nych jakoœciowych by³y nieustrukturyzowane indywidualne i grupowe wywiady oraz obserwacja,
w szczególnoœci obserwacja uczestnicz¹ca. Zosta³y one wsparte danymi pochodz¹cymi ze Ÿróde³
wtórnych w postaci publikacji naukowych i raportów z przeprowadzonych badañ iloœciowych.
Porównanie wyników analizy Ÿróde³ wtórnych i pierwotnych pozwoli³o na zidentyfikowanie za-
let i wad miêdzynarodowych zespo³ów wirtualnych, co u³atwi³o sf ...
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Modelling trends of the world isced using google trends for student’s enrollment forecast1 (1)
- 1. Modelling trends of the world ISCED using Google Trends for student’s enrollment forecast António Chimuzu and João Ferrão 4 Dez. 2020
- 2. Introduction Change happens in every industry and in every corner of the World. Trend forecasting is the skill to spot change at an early stage and use it to create innovation. With trend forecasts we can formulate predictions for future students. Google Trends is a tool that can be used to analyse top search queries of any word or combination of words. This is of paramount importance to forecast future customers (students) and can help in digital marketing.
- 3. Goal Analyse a five-year trend for the word ISCED (Instituto Superior de Ciencias e Educacao a Distancia) for students forecast.
- 4. Data extraction of five years of weekly search popularity of the word ISCED Analysis of the time series from 2015 to 2020 Temporality and spaciality of the search evaluation Model was developed using Regression analysis. Tools - SPSS v. 20 and Biostat 5.3
- 6. Worldwide searches (25/11/2015 - 24/11/2020) Numbers represent search interest relative to the highest point on the chart for the given region and time. 100 = peak popularity for the term. 50 = the term is half as popular. 0 = there was not enough data for this term
- 7. Interest by country (top 3 searches)
- 8. Monthly searches by regions within Mozambique Search popularity within Mozambique
- 9. The search for the word ISCED is increasing over the years. The model provides a means to better understand the customer's search for the word ISCED this information can be used for student’s enrollment forecast and segmentation in digital marketing by region. The Google Trends tool can also be useful on reviewing the success of ISCED marketing strategy. Conclusion
- 10. Reading list
- 11. Thank you! Acknowledgements: ISCED Administration DEASA Organizing Committee