Finding A Hospital Or A Doctor

Finding A Hospital Or A Doctor
The most important desire while experiencing a health problem is finding a hospital or a doctor who would most appropriate for providing a solution
to our health condition. Choosing a doctor is a typical problem related to information asymmetry as the information available is inefficient to take a
proper decision. E–health is changing the scenario of clinical practice and medical care. Sharing knowledge and information can encourage individuals
and makes the care/patient team relation with a patient centred medicine. Initially, PatientsLikeMe (PLM) was introduced, a social network, enabling
patients to compare, contrast and share different treatments and diagnoses with everyone facing the same condition.
In (Narducci et al., 2015) they recommend hospitals and doctors that perfectly fits a particular patient profile by representing a semantic
recommendation system. The system has come up with HealtNet (HN) which is a core component of social network in which this recommender system
is embedded. HealthNet's goal is similar to PLM in terms of finding similar patients, sharing knowledge as well as looking for the experience. In
addition to these features, HN has implanted recommender system which finds out the similarity between patients, recommends hospitals and patients
that best fit to their profile using the community data. The first similarity between different patients are calculated using algorithm and then generates
list of hospitals and doctors according to their rank
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Research Methodology For The Research Design Process Essay
RESEARCH METHODOLOGY Steps in the research design process are; Problem Definition Data Collection Method Select the Sample & Size
Select Method of Analysis Problem Statement: "ABSENTEEISM" is one of the great disasters faced by all the organizations in this modernized world
which results in turnover. So the firm has to reinvest so many amounts. People not only used to leave the organizations due to the personal reasons, the
main reason is all about the industrial environmental factors "ABSENTEEISM" not only indicates the physical presence it starts with the "Mental
absence" of an individual so the firm has to take this as a important issue before initiating any remedial actions through that and along with the
participative management. There are so many factors that influence employees to take leave. This study ensures that it will reveal a clear good result
for the absence. To avoid this problem, necessary steps should be taken and this also helps the management to know about the employee's basic needs
which are not fulfilled and what the employee's expectation. Problem Statement: Identifying various factors causing absenteeism in workers at
Bathinda Chemicals Limited To assess the consequences that the problem brings to the company. To discern what the company does to company
combat absenteeism. OBJECTIVES OF THE STUDY Any research without objective is of no use. There for studying by keeping objective in mind
and fulfilling those objectives and giving

Identify A Possible Area Of Focus And Problem For Research...
Prompt #2 ? Identify a possible area of focus and problem for research inquiry. Formulate central questions and sub–questions for that area and problem.
What types of data collection cited in Creswell would be most beneficial toward answering those questions? Least beneficial? Why?
Within the last decade the United States has had to confront Salafi jihadist ideology (?Salafists?) both at home and abroad through the attacks of
September 11th, the counterinsurgency in post–war Iraq, and the invasion and counterinsurgency (COIN) operations in Afghanistan. The Salafists ?call
for the restoration of authentic Islam as expressed by an adherence to its original teachings and texts.? 1 The belief that violence was justified through
Islamic teachings to realize political objectives provided an opportunity for modern terrorists to validate their actions through their religion.2 Al Qaeda,
the terrorist organization led by Osama Bin–Laden and Ayman al–Zawahiri, have become the face of this ideological movement, while the original,
modern thought leaders espousing such principles were organized by Egypt?s Muslim Brotherhood in 1928.3 Destroying this movement consists of
stopping terrorists attacks, destroying terror networks, reforming terrorists, and preventing the creation of new Salafists. Many within the intelligence
community (IC) believe the prevention of new terrorists must occur by winning the ?War of Ideas? and successfully managing the information space.
The Defense

A Based System For Diversifying
A Clustering Based System for Diversifying WSRec Results Ms. Apurwa Atre Information Technology Department , ICOER, SPPU , Pune , India
apurwaatre1994@gmail.com Ms. Nayan Kamble Information Technology Department , ICOER, SPPU , Pune , India kamble.nayan28@gmail.com
Ms. Vineeta Bisht Information Technology Department , ICOER, SPPU , Pune , India vinitab1994@gmail.com Mr. Tejas Mamarde Information
Technology Department , ICOER, SPPU , Pune , India tejasxs@gmail.com ABSTRACT The use of Web services for various applications has led to
the growth of web services on a large scale. Due to the increase in usage of web services, it has become of prime importance to design systems for
effective web service recommendation. In our project, we propose a system for effective web service recommendations incorporating users' preferences
regarding quality and diversities amongst web services. Users' requirements are considered and mined from his usage history. Then we find functional
similarities using clustering techniques followed by applying a ranking algorithm to list top–k services. To discover high quality Web services, a
number of QoS models for Web services and QoS–driven service selection approaches have been proposed in the service computing field. In this
system user explicitly specifies his/her interests and QoS requirements, and submits them to the service discovery system. Then the service discovery
system matches the user's interests and QoS requirements with

Evaluating Qualitative Quality
Evaluating quality of qualitative research
Introduction
Gabbay J & le May write "Evidence Based Guidelines Or Collectively Constructed "Mindlines?" Ethnographic Study Of Knowledge Management
In Primary Care", which is a qualitative research to study the collective and individual data methods.(1) In this essay, I will use Critical Appraisal
Skills Programme (CASP) as a framework to evaluate and analyse the strengths and weakness of the quality of this paper. The paper of Yardley
Lucy(2000) as well as kitto et al(2008) will also help to shape the evaluation process.(2, 3)
Aim
The authors clearly state that the objective of this paper is to explore how both general practitioners and practice nurses in primary care level make
individual as well ... Show more content on Helpwriting.net ...
In terms of transferability, the authors consider the organisational cultures differences. They claim that although their findings are checked in the other
setting, more works still need to be done in order to fit the different culture. The authors also state that their findings are strongly enough to prove
evidence that mindless is very common even in best–acknowledged places. These statements help this paper shape a logical and practical transferability
model. In addition, the authors make a contribution to providing a new theory. In the context, they claim that they do not use existed model to test or
preconceived hypothesis, but using them to develop new theory model. They also give recommendations in implication part and suggest some actual
use about their new models. For example, in order to achieve the evidence–based primary health care, potential leaders should be well trained to
guarantee to delivery correct knowledge. They also present a table to demonstrate exist knowledge from relevant research–based literature and the
summary information they added, which is very clear for readers. Meanwhile, they also discuss the new areas where research is necessary and need to
be modified. For example, researchers and government think practitioners should consider to deliver new clinical research finding in practical sources
that clinicians are easy to access. On balance, the evidence

Health Care Consultants
In analyzing problem solving, thee skills and role of a consultant can take on a variety of factors such as understanding the nature of the problems,
purpose and desired outcomes of consultation, skills of the consultant and skills of the consultee (Dougherty,2014). The skills used to analyze problems
in an organization, consultants will use a systemic approach which involves a variety of stages and levels of phases to ensure proper analysis,
intervention, and implementation of existing problems. Phase One: Gather Information The phase of gathering information includes some factors that
the consultant needs to take into consideration (Dougherty,2014): Deciding to proceed. Selecting dimension. Deciding who will be involved in data
collection Selecting the data collection methods пѓјGenetic data пѓјCurrent descriptive data пѓјProcess data пѓјInterpretive data пѓјConsultee–client
system relationship data пѓјClient system behavior data In the given scenario, Mr. Valencia, of Healthcare Consultants Inc., was hired as a consultant
by Dr. Rita Krakowski, director of Hope Medical Center. In exploring the Hope Medical Centers needs, Mr. Valencia proceeded to phase one which
includes gathering information to establish why his services were called upon. Once the problem was defined, Dr. Krakowski asked... Show more
content on Helpwriting.net ...
Both physicians and nurses reported that their main source of stress on the job was dealing with issues of mortality. When interacting with nurses in
transplant operations, doctors were known to be "tense" and "curt" with the nurses. Additionally, some of the doctors expressed "sadness" and
"frustration" in the event of losing a patient. Both doctors and nurses expressed the difficulty in carrying out "difficult conversations" with the families
of patients, that involved palliative care and prolonged life

Analyzing How Big Data Analytics Is Used For Today 's Data...
troduction
Every day, we produce 2.5 quintillion bytes of data. 90% of all data in the world was produced in the past two years. Data has been around forever;
we have always gathered information. Paleolithic cavemen recorded their activities by carving them in stone or notching them in sticks. Egyptians used
hieroglyphics to record significant events in history. The Library of Alexandria was home to half–a–million scrolls of the ancient world. Less than
hundred years ago, we used punch cards to record and store information. As technology continues to evolve, the amount of data we store continues to
grow. We've come a long way since stone tablets, scrolls, and punch cards. It's important to understand the concept of big data and the impact is has
created. This paper will define the classifications of data, explain the challenges of big data, and describe how big data analytics is being used in
today's data driven world.
Classifying Data
Data can be classified into three distinct categories: structured, unstructured, and semi–structured. It is important to understand these classifications and
the challenges they present.
Structured data follows a specific pattern of organization and is easy to access, manage, and store. It fits nicely into rows and columns of traditional
database management systems.
Unstructured data is unorganized; it follows no specific pattern or order.
It does not fit into rows and columns and cannot be easily accessed, processed or searched. This type

Why Married American Men Commit Extramarital Affairs
Hypothesis
Because men are more likely to get involved in sexual relationships outside their marriage due to many different factors, I've formulated multiple
hypotheses below:
A.Hypothesis 1 Marital dissatisfaction will be one primary reason for men to cheat on their wives.
B.Hypothesis 2 Being married to the same women for many years, can be another potential reason why men commit extramarital affairs.
C.Hypothesis 3 Working long distance will be a slightly reason why married men are unfaithful.
My hypotheses are connected to the literature that I described above. This is because past researchers in their articles tried to show some possible
reasons that influenced men to be unfaithful towards their wives. For this reason, due to past research I was able to create my own hypothesis about
why married American men commit extramarital affairs. This means American men get involved in extramarital relationships as a result of many
different factors that will influence them to cheat on their wives.
Research Method
My research question is why married American men decide to engage in sexual acts outside of their marriage? I will proceed collecting my primary
data by conducting face to face interviews. My research will be qualitative given that my main goal is to have a deep understanding of why married
American men have extramarital affairs. The data collection method that I will use is face to face interviews. I think interviews are the best data
collection method for my

Drawbacks Of Collaborative And Content Based Filtering...
Drawbacks of Collaborative and Content–Based Filtering Methods and the Advantages of Deep Belief Networks in Recommender Systems Sayali
Borkar*, Girija Godbole*, Amruta Kulkarni* and Shruti Palaskar*
*Computer Engineering Department, Pune Institute of Computer Technology, India
Abstract–A large number of modern businesses are based on core idea of users consuming content in a physical or digital form, from a catalogue. The
catalogue is available for browsing through a web site or mobile application. For example, in video or audio rental and streaming applications, the
content is a media file, in news applications, the content is in text and image based format. Although the applications look diverse, the differences are
only superficial. There are numerous common factors. The basic content that forms a catalogue is dynamic in nature. The information is in the form of
high dimensional temporal/time series sequence.
In this paper, we present a survey of applications implementing collaborative filtering methods, content–based filtering methods and deep neural
networks with Restricted Boltzmann Machines (RBMs) for generating recommendations. The drawbacks of collaborative and content–based methods
is analyzed and proof of concept is provided for the need of deep learning based recommender systems. We introduce RBM algorithm and its
applications for use in generic recommendation generation and propose to implement a deep learning neural networks algorithms(RBM) to create

Using Qualitative And Qualitative Research
The authors argue that mixed methods sampling with well–established qualitative and quantitative techniques can answer the research question in
health sciences posted by mixed methods research designs in a new way. And data collection procedures for the mixed methods designs should based
on concurrent and sequential forms of data collection, in order to make sure that the qualitative results can explain and interpret the findings of a
quantitative study, and meanwhile, mixed methods are used to overcome a weakness in using one method with the strengths of another.
IMain Points: There are three main points from chapter seven, which are 1) sampling approaches used in quantitative and qualitative research; 2) types
of sampling in mixed ... Show more content on Helpwriting.net ...
Probability sampling techniques are most likely to attain from record participants' attitude and behavior which can record as statistics, and investigators
analyze the data to get the result.
2)types of sampling in mixed methods study Sampling plan for mixed methods study can be classified into three types, which are 1) interdependent; 2)
independent and 3) combined. Interdependent mixed methods sampling frames usually use to for a particular project through the joint use of
probability and purposeful techniques. Independent mixed methods sampling frames are proposing at least two distinct samples, therefore, a primary
purposeful sampling technique is chosen for the qualitative component, and a primary probability sampling technique is chosen for the quantitative
component. And the advantage of using an independent sampling plan is to protect against generalizability critiques. Combined mixed methods
sampling frames are usually used among published mixed methods studies, researchers will use an independent probability approach to determine the
sample for the quantitative component and an interdependent approach to determine a subsample of the participants from the quantitative component
for a subsequent qualitative

Advantages Of Collaborative Differing In Movies
rated a movie that belongs to the comedy genre, then the system can learn to recommend other movies from this genre. Collaborative filtering: The
simplest and original implementation of this approach recommends to the active user the items that other users with similar tastes liked in the past.
The similarity in taste of two users is calculated based on the similarity in the rating history of the users. This is the reason why collaborative filtering
is often referred as "people–to–people correlation." Collaborative filtering is considered to be the most popular and widely implemented technique in
Recommendation systems. An item–item approach models the preference of a user to an item based on ratings of similar items by the same user.
Nearest–neighbors methods enjoy considerable popularity due to their simplicity, efficiency, and their ability to produce accurate and personalized
recommendations. Demographic: This type of system recommends items based on the demographic profile of the user. The assumption is that... Show
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It can be used not only by developers, but also by page designers, who can now play a more direct role in the development life cycle. Another
advantage of JSP is the inherent separation of presentation from content facilitated by the technology, due its reliance upon reusable component
technologies like the JavaBeans component architecture and Enterprise JavaBeans technology. The purpose of JSP is to provide a declarative,
presentation–centric method of developing servlets. Typically, JSP pages are subject to a translation phase and a request processing phase. The
translation phase is carried out only once, unless the JSP page changes, in which case it is repeated. Assuming there were no syntax errors within the
page, the result is a JSP page implementation class file. The translation phase is typically carried out by the JSP engine itself, when it receives an
incoming request for the JSP page for the first

A Research Study On Babson Students Essay
Section Two: Primary Research
Background
Having extensively conducted our Secondary research from various reliable sources in section one, we felt a need to also obtain primary research.
Because secondary research tends to be less accurate, due to it being based on other people's studies and works. While primary research allows us to
conclude more specific results tailored to our research needs. Our research is focused on Babson students, we needed to make sure that the research
conducted in section one is in line with how Babson students feel towards Performance Feedback.
Our rational for using Surveys as our primary research method is because of the of the statistical data that is collected, which allows us to evaluate
which factors are most important. In addition to this it also permits us to ask specific questions needed for our research. For instance, we thought it was
of importance to know
Our objective was also to make a short comprehensive survey that would capture that data that we needed. If the survey was going to be too long, we
believed that individuals would not complete the survey. Therefore, we decided to make sure that the survey would take 2–3 min to complete.
Methodology or Data Collection Process
In order to obtain our primary research data on "How to Deliver and Receive Performance Feedback for Team Members in Babson Project Teams", we
used Survey Monkey. Using Survey Monkey as a data collection process allowed us to obtain data fast and

Edward Snowden: An American Hero
Edward Snowden, the former National Security Agency (N.S.A) subcontractor turned whistle–blower is nothing short of a hero. His controversial
decision to release information detailing the highly illegal 'data mining' practices of the N.S.A have caused shockwaves throughout the world and have
raised important questions concerning how much the government actually monitors its people without their consent or knowledge. Comparable to Mark
Felt in the Watergate scandals,Daniel Ellsberg with the Pentagon Papers, Edward Snowden joins the rank of infamous whistleblowers who gave up
their jobs, livelihood, and forever will live under scrutiny of the public all in the service to the American people. Edward Snowden released information
detailing the ... Show more content on Helpwriting.net ...
Critics of Edward Snowden label him a traitor and a coward. They condemn him for irreparably harming government security operations and setting of
a worldwide chain of events that weakened the American position on the world stage. While America now has blight on its records due to the leaks,
the topic that should be addressed is should the whistle–blower, the man who uncovered and exposed the questionable and wrong activities, be blamed
or should those who allowed the illegal and immoral activities be held accountable for what they started. Edward Snowden had the justification and
conviction to do the correct thing and present the incriminating evidence straight to the public. When one takes in consideration everything that
Snowden has lost because of his decision, there was little gain for him to make the immoral activities public. Snowden's crime is breaching the trust
of his government contract to expose egregious monitoring by the government on the American public. In an interview conducted by the Washington
Post, Snowden speaks out about his goal in releasing the files: "All I wanted was for the public to be able to have a say in how they are governed,"
Due to intense public scrutiny, N.S.A's practices are coming under fire from both the Obama Administration and Federal Courts. In a statement made
by Judge Richard J. Leon of the United States District Courts, the phone surveillance system was condemned December 16, 2013: "The government

Dc Data Collection Analysis Corporation Essay
Background
DC Data Collections is a data collection analysis corporation who Headquarters is located in Atlanta, FL. DC collects data then later combines it
with operational system data. The company was established on February 2014 by CEO Mark Stomata in his two car garage. In May 2015 ranked #9
most profitable verses its major competitors, #3 most respected and #3 most innovative. DC have been finding more ways to become more innovative
which lead to a 60% project growth in the next 18 months.
Type of business
DC company continues to look for ways to leverage the collected data but wants to ensure that the information technology infrastructure will support
the expected growth that the company is anticipating. DC company currently collects data using Web analytics and combines it with operational
systems data. During this process they converts data into data storage where it is later recalled and analyzed. DC technology includes a list of various
software, database, consulting and hardware.
DC offers its services nationwide but is looking to expand globally. Moreover with their growing revenue they cater to two different types of services
commercial and residential. In the commercial services DC professionals consults to collaborate with their customers general data base support, quality
testing, business intel, integration services, data acquisition, applications, and quality testing. DC support residential customers who would experience
technical software and hardware

Research Methodology For A Researcher
RESEARCH METHODOLOGY Research methodology involves the design which a researcher ought to use to study a topic of interest. It
therefore involves the procedure by which researchers undertake their work and the framework within which is conducted (Rajasekar et al., 2013;
Remenyi et al., 1998). Research Methodology aids research planning, if properly design it will enable a researcher to arrive at results or findings and
tools that can either be used to disprove or approve such knowledge. (Nachamias et al., 1996; Saunders et al.,2003). This chapter outlines data
collection procedure as well as how data is analyse for this study. These involve choice of the sampling frame, sampling techniques, how interviews
were designed and conducted as well as questionnaire administration, time horizon, transcription of interviews and analysis of responses, ethical
concerns and limitations of the methods. Qualitative Research Methods Qualitative research method was chosen for this study. It involves an
interpretative inquiry and a naturalistic approach to an area of study (Denzin, & Lincoln, 2005; Qazi, 2011). Researchers therefore make an
interpretation of what they observe, hear, and understand (Creswell 2003). Qualitative research method was suitable and adopted to deal with the
study objectives since the research was more naturalistic, participant driven and comprehensive (Ciceu, 2015) as well as inquiring. Methods of Data
Collection For the purpose of this research survey were

Stress Of Stress In Nursing
With the high demand of medical professionals and increasing numbers of people with chronic diseased, there might be a time where one nurse have to
over see more patients than normal. Taking care of extra patients than normal might bring some work burnout and prevent nursing professionals from
performing their job effectively. A study was done to measure thestress level of nurses working on the oncology department and the effect of stress
leading the nurses to consider looking for job in other departments. It was found that 35% of the nurses were experiencing emotional stress and 17 %
were depersonalized which then resulted in considering for other opportunities in less stressful departments (Davis S, Lind BK, Sorensen C, 2013).
Stress can be experience from many factors such as death of a patient, patient's family history, severity of patient's health condition, and emotional
attachment with patients. As a nursing professional, one have to witness devastating situations such as death of loved ones. It has been found that
death and close relationship with patients and working environment are the main factors causing stress among nurses (Pavlos S et. al, 2016). Despite
the fact that nursing professionals have to go through many stressful situations at work and may be in their personal life, how much attentive can they
be while performing their nursing duties?
It requires a lot of positive attitude and strong personality to be able to perform nursing duties properly while

Advantages And Disadvantages Of The Cross-Recommender...
1.7 CONCLUSION
Most recommender systems work on single domains, i.e., they recommend items related to the same domain where users have expressed ratings.
However, the integration of different domains into one recommender system could allow users to span over different types of items. For instance, in
our research users that have watched movies could like to be recommended with on–demand movies and related books.
This report focuses on cross–domain collaborative recommender systems, whose aim is to suggest items related to multiple domains. We first
formalize the cross–domain problem in order to provide a common framework for the classification and the evaluation of state–of–the–art algorithms.
We later define a new class of cross–domain algorithms ... Show more content on Helpwriting.net ...
As one of the research requirements was building a literature review. The majority of time was spent on the prototyping activities. During the design
process, the user tests were planned and a literature search was initiated. This was followed by a literature study that was conducted in parallel with the
implementation process. Some of the literature regarding how to evaluate system was used to revise the design of the user tests before finishing the
implementation process. After analysing the data and literature, suggestions were made relating to the recommendation process and possible future
work.
For experimental purpose dataset has been obtained from MovieLens web site (http://movielens.org) which is collected and made available by
GroupLens research. The MovieLens dataset includes 100,000 ratings ranging from 1 to 5, with a total of 943 users and 1682 films. In this research,
randomly select 1100 users with more than 30 ratings. Also, LIBRARY THING dataset includes a book ratingdata set comprising more than 1.1 million
ratings (scales 1–10) by 7279 users on 37,232 books. We have selected 5000 tags from the top to recommend books. The user–item dataset is available
in the form of two dimensional

The Effects Of Change And Re Evaluation Of The Process And...
Feedback about the effects of the change and re–evaluation of the process and the expected outcomes is vital and coincides with the quality
improvement activities within the practice (Dontje, 2007).
Setting
The EBP will be conducted in Providence Hospital (PH), a 408–bed facility in Washington, DC that offers care in a variety of medical specialties
(Bariatric Services and Wellness programs, Behavioral Health, Cardiology, Diabetes, Emergency Services, Geriatric Medicine, Oncology and
Orthopedics). The EBP will use six of the 14 nursing units to pilot the proposed intervention. The pilot six nursing units will be chosen after a review of
the hospital's patient handling workers compensation claims that occurred during the previous year. The ... Show more content on Helpwriting.net ...
Data Collection Methods
Study participants will use paper and pencil to complete the Keele STarT Back Screening Tool (SBST). The SBST is a simple prognostic
questionnaire that helps the lead EBP investigator to identify modifiable risk factors (biomedical, psychological and social) for back pain disability
for participants 40 years of age and older. The SBST takes approximately 2 minutes to complete.Keele University, the creator of the SBST, grants
permission for the tool to be used from its website "use of this tool is free and open to all – no license is required". However, when using the tool,
Keele University asked that copyright and funding statement is maintained at all times.
The SBST has 9 questions about predictors for persistent disabling back pain that includes radiating leg pain, pain elsewhere, disability (2 items), fear,
anxiety, pessimistic patient expectations, low mood, and how much the patient is bothered by their pain (Keele University, 2008). All 9–items use a
response format of 'agree ' or 'disagree ', with exception of the last question, which uses a Likert scale. The Keele SBST produces two scores: overall
(total score) and distress (psych) sub–scale score. The scores stratify patients into low, medium, or high risk categories. The 9–item clinical
measurement tool is designed to help the lead EBP investigator to

Public Opinion Polls Have Both Flaws And Encouraging Data
Before I go into answering the questions directly, it should be understood that public opinion polls have both flaws and encouraging data. Pubic
opinion polls if done appropriately will give the general feel of how the population is feeling towards an issue. It all depends on whether the sampling
is comparative to the population, for example if you have a population of One–Hundred Thousand and you only sample one hundred, the results will
not be as accurate if the sampling size was bigger. Also, the person conducting the interviews of these opinion polls must not be biased to one side
or the other. They must remain centered on the subject and not influence the answers that are given. Asking specific questions about real issues
can result is promising polling data. Opinion polls should be used to collect data, and must also be used in a way that reflects accurate data. By not
having accurate data that can lead to bad decision making or lead to mistrust among the community and the police departments. One of the biggest
missuses of opinion polls was in the presidential election in the 1948 were the Chicago Daily Tribune printed election results on bad opinion polling
and looked foolish for doing so. So these polls should be used with caution and constructed in a way that does not allow for misrepresentation of the
publics true views as it has in the past. Well one of the first things I would tell the director before looking at the poll would be to not base any decisions

The Main Problems Facing Art Students ' Through Feedback...
3. Research Design and Methodology
This chapter discussed and described the research methods; it will pay close attention to the different procedures and techniques which are used from
this research. The research method includes the philosophy, method, design, sampling and data collection process, as well as showing the right
direction and the results achieved. And the research strategy will use the data acquisition and analysis qualitative data collected during the research.
Then, the results will describe the actual sales data. It also will assess the reliability of the study and summarise its limits.
3.1 Research Purpose
The purpose of this research is to analyse and assess the main problems facing art students' through feedback ... Show more content on Helpwriting.net
...
It includes interviews, discussions, questionnaires, observation, reflection notes and various text pictures, and other required materials. After all the
information is gathered, consolidation and analysis will be carried out, on the integration of data, as valuable materials, can increase the credibility and
professionalism of this study.
3.4 Research Strategy
The research strategy plans to use qualitative data collection methods to separately extracted data from four different research methods. It includes an
interview with 10 art students, 30 random samples of questionnaires with consumers and arts practitioners. These data will be analysed to uncover the
issues facing art students as customers and consumers. Both sales data will be analysed to contribute to the operation and possible problems which
students may face in the actual operation of the market, as well as to discuss their sales model.
3.5 Data Collection and Analysis
This chapter describes and summaries the data and the analysis of the data. It also describes the characteristics observed in focus groups of this
researchers.

3.5.1 Observation
Many young students or designers are often attracted by the surface charm and fun of the fashion industry, and then they become eager to start up their
own fashion business. As they hear of some talented students embarking on a journey of fame and fortune from art school after graduation they attempt
the same. However, few

Behavioral Assessments : A Behavioral Assessment
A behavioral assessment is a research–based approach to understanding the antecedents, behavioral components and consequences of observable
behaviors using various unbiased assessment methods. The major focus of behavioral assessments is to be able to measure individual changes, identify
circumstances that direct problematic behaviors and better comprehend individualistic occurrences. Behavioral assessments can be either direct or
indirect measures of behavior. Some examples of indirect behavior assessments would be self–report interviews, questionnaires and rating scales.
Indirect behavioral assessments are less time consuming but they may not be as effective since they are personal recollections of past occurrences.
Direct assessment behaviors would be self–monitoring, behavioral observations and the experimental control of specific variables to test a hypothesis.
This type of assessment is great for obtaining an abundance of information but it is also time consuming and requires a well–trained observational staff.
Targets of direct behavioral assessments methods include observing individual behaviors first hand and understanding the connection between the
individual and their environment. Direct behavioral assessments also allow the observer to establish behavior chains and record changes in behavior
over time. Targets of indirect behavioral assessments are more likely to determine psychological thoughts though various questions given during a
survey or interview.

The And Behavioral Outcomes After The Delivery Of Instruc...
In order to effectively measure the specific behavioral outcomes after delivery of instruc–tion is made via digital media devices, I will be using
qualitative methods such as, observations and a focus group, to assess the gains being made, and the behavioral outcomes that occur direct–ly after
technology has been used by the student. Since autism is a communication disorder it will be difficult to directly interview the participants. Therefore,
I will ask a simple yes/no question such as, "did you like it" to the participants and record each individuals answer. It is difficult to determine what
changes will need to be made until the study is underway.
Data Collection
The primary data collection method of this study is observations. I intend to reflect on my own beliefs daily, in order to remain as objective as
possible. Data collection conducted through observations alone can produce filtered results based on the perspective of the observer. That is one of the
issues that I anticipate to arise when conducting data collection. That is why recon–naissance will be a necessary task before and after collecting
observational data. With a concrete definition of the term behavioral outcomes and daily reconnaissance, I believe this will provide me with an
adequate checks and balances and data management system for my research. Accord–ing to Gay, Mills, & Airasian, "By observing the classes, you will
obtain much more objective information that can be compared to the self–reports of

What Is The Advantage And Disadvantage Of Using...
Business idea: Luxury hotel
1.1 Describe what may be the advantages and disadvantages of using qualitative research approach for your business plan.
Qualitative research approach is used in exploratory research designs. Conducting a primary research will require the researcher to gather background
information, clarify research problems, and create hypotheses or establish research priorities. Collection of data in this kind of research is in the form
of text, or images using open–ended questions, and observation.
The advantages of using a qualitative research approach in conducting a primary research is the data gathered will be rich. The amount of details
needed for the research is contained in the information gathered – may it be from text, ... Show more content on Helpwriting.net ...
The advantage of using this kind of research approach is it allows the researcher to have broader study which implicates more subjects. Thus, it
enhances the generalization of the results. In addition, the research can be duplicated or replicated. Similar data can be used to analyze and compare
with the similar studies in the past. Personal bias can also be limited and avoided by researchers by means of employing subjects anonymous to them.
The data collected for quantitative approach is precise enough to identify even small differences because it uses numerical data – it is quantifiable. It is
also easier to administer and record answers to structured questions. The time consumed to gather information is lesser than compared to gathering
information for qualitative research approach.
On the other hand, the downside of a quantitative research is that the results are limited because the responses provided are numerical descriptions and
not detailed narrative so as a result, it provides less intricate interpretations of human perception. In–depth data will be difficult to

Content-Based Decision Making Essay
made. Basically there are six different types of recommendation techniques: [3]
Content–based: In this method, the system learns to recommend items that are similar to the ones that the user liked in the past. The similarity of items
is calculated based on the features associated with the compared items. For example, if a user has highly rated a movie that belongs to the comedy
genre, then the system can learn to recommend other movies from this genre. Some of the advantages of content–based systems include their ability to
exploit just the ratings provided by the active user to build his own profile. On the other hand, collaborative filtering methods need ratings from
different users. Explanations on how the recommender system works can be provided by explicitly listing content features that caused an item to occur
in the list of recommendations. Also, content–based recommenders are capable of recommending items not yet rated by any user. Thus, they do not
suffer from the first–rater problem, which affects collaborative recommenders. One of the disadvantages of the content–based systems are that they
need domain knowledge to generate recommendations.For e.g.,for movie recommendations the system needs to know the actors and directors. No
content–based recommendation system can provide suitable suggestions if the analyzed content does not contain enough information to discriminate
items that the user likes and dislikes.
Collaborative Filtering: The simplest and

Essay about Critical: Qualitative Research
Nordby,K. Kjonsberg, K. Hummelvoll, J.K.(2009) Relatives of persons with recently discovered serious mental illness: in need of support to become
resource persons in treatment and recovery.(Appendix 1). Journal of psychiatric and mental health nursing. 17, 304–311.
The above article will be critiqued using Caldwell, Henshaw and Taylor's (2005) critiquing framework as a guide (Appendix 1). The intent is to
identify the strengths and weaknesses of the research article and demonstrate knowledge and understanding of research methodology.
The title of the above article reflects its contents and is easy to interpret, as Caldwell, Henshaw and Taylor (2005) concur 'the title should be clear and
allow the reader to easily interpret its ... Show more content on Helpwriting.net ...
In this article participants were given written and verbal information about the study and confidentiality, anonymity and withdrawal were reassured. All
participants were fully informed and consented. Moreover, as the participant for this design is to permit the participants to 'open up' and discuss their
experiences. It is crucial that any given time the participant should be permitted to discontinue with the interview if they feel uncomfortable. This is
called as process consent, whereby the interview continuously negotiates with the interviewee to determine whether they are comfortable in continuing
with the interview, (Polit and Beck, 2006). There are many ethical aspects to consider, the above is just one fraction used as an example, by simply
suggesting that ethical guidelines were adhered to, does not illustrate ethical consideration. They did not show how to make the participant safe if they
were difficult to manage.
The researchers used purposive sample but did not give any explanation as to why this choice sampling was made. It is essential to describe the
sampling process in a research where this facilitates the reader to distinguish any bias in the whole sampling process. In studies using participants, the
process of how to select, access, inform and retain research participants requires considerable thought. Sampling is a key issue, because it is

Modifications Needed For The Collected Information
Modifications needed for the collected information. Stage 1 Feasibility analysis – a basic analysis to understand the goals of the collection, the scoping
of the collection, choices for data collecting (new collecting or adjusted current collecting), data needed and methods to use. The feasibility analysis
should include: What are the goals of this data collecting (ie what are the questions to be answered?) Who are the key stakeholders in this phase?
What types of information do they need and in what formats (eg what type of report can be developed, what are the levels of details that are needed,
how frequently are reports needed – on a basis of annual, quarterly, monthly or weely?) What are the data item needed to facilitate these... Show more
content on Helpwriting.net ...
A pilot testing is applied to: adjust the requirement for data collection, verify the data item and mode which are to be applied, ensure that the data
item collected have answered the questions included within the data collection offer information to be applied to streamline estimation on the sizes of
the collecting, the resource that can be needed for collecting, data entry, edition, analysing and disclosure to a detailed cost for the business scenario,
measure the levels of respondents arisen from the data collection process. decide whether need to further continue the data collecting or not. We need
to have a clear understanding with the following questions: Are there current standards or level for the data item that are needed? If not these need to
be established. Are there any existing trend or pattern that can be applied? In this case we can consider using the MS Excel spreadsheet to sort, filter
and summarise the collected data. How can the data be gathered – can it be gathered from operational system, or can a paper based document needs to
be developed as a final solution? Who can be offering the data? Can extra resource be needed to implement the data collection? How many respondents
would we expect in the pilot (eg how many students enrolled in a certain course, how many students have been cancelled, how many students are in

Project Pl Planning Market Research Essay
BSBMKG506 Plan market research
Assessment Task 2: Project– planning market research
Part 1: Identify and present market research needs
The first part of this project requires you to prepare and present a power point presentation to your assessor and class colleagues. Your presentation
should last approximately 10 minutes. Your power point presentation should clearly explain and provide sufficient detail on:
1.General information on the function and importance of market research.
2.The company's position in the market place (and including market trends) and why you believe market research would be of benefit to the company.
3.A statement of what you believe the company's market research needs are (and as discussed with your assessor in meeting prior to commencing Part
1) and based on the documentation that you have reviewed. You will also need to state what the documentation is and explain how it assisted you to
come to your decision about what area of market research would be most useful.
4.Draft objectives for the market research to be conducted.
5.A scoping of the proposed market research that describes timelines for conducting the research, human, financial and physical resources required,
whether the market research can be conducted by internal staff or if external assistance is also required, possible methodologies, sample size, etc.
At the end of your presentation you should seek feedback on your presentation and the planned market research, including

The Patterns Of Individuals Past Events Essay
To explore and probe the patterns of individuals past events, my research will consist of interviewing twenty urban residents in the city of Oakland. I
would listen to individual's experiences and stories about the discrimination these individuals have faced. From the interviews and surveys, I will focus
on three primary themes, which are social differences, racial discrimination, and health disparities. Anticipating from these abstract principles
contributes to the following idea on: the differences placed upon discrimination amongst people of darker skin tone, and the serious health effects of
these African American people.
To many, health disparities amongst different races may appear like an extraneous matter. But, it has come to seriously affect the lives of African
Americans. Williams (MMWR 2005, Williams 1995) noted that African Americans suffer a higher rate of health related issues. "Today, African
Americans still bear a disproportionate burden in disease morbidity, mortality, disability, and injury" (MMWR 2005, Williams 1995). The shocking
statement adds to the health issues they suffer: heart disease, diabetes, and obesity, which is a critical factor for African Americans. Additional findings
from (Krieger, Rowley, Herman, Avery, & Phillips 1993) address how other factors such as: ones socioeconomic status (SES),race, and gender,
concludes to the differences of health risks for individuals (Krieger, Rowley, Herman, Avery, & Phillips, 1993). The differences of a

What Are The Strengths And Weaknesses Of The Cooperative...
There is another class that is a combination of two or all of approaches, called hybrid approach. This kind of recommender systems arises with the aim
of solving drawbacks that the other systems present in some situations [120] and to improve performance lead to advanced recommender systems [14].
In order to do that, these systems combine different techniques of the previous recommender systems [120] to achieve some synergy between them
[121]. For example, a collaborative system and a knowledge–based system might be combined so that the knowledge–based component can
compensate for the cold–start problem, providing recommendations to new users whose profiles are too small to give the collaborative technique any
traction, and the collaborative component... Show more content on Helpwriting.net ...
All of the known recommendation techniques have strengths and weaknesses, and many researchers have chosen to combine techniques in different
ways. Hybridization can alleviate some of the problems associated with other recommendation techniques. This system combines different
recommender systems to improve information retrieval and gain better performance with fewer of the drawbacks of any individual one and also it can
avoid the major disadvantages of other methods. The combination can be done using several alternatives, for example: weighted, switching, mixed,
feature combination or augmentation or cascading. Meta techniques avoid the problem of sparsity by compressing ratings over many examples into a
model, which can be more easily compared across users. Weighted, Mixed, Switching and Feature Combination. With these hybrids, it does not make
sense to talk about the order in which the techniques are applied .The main shortcoming of hybrid methods, however, is increased implementation
complexity and expense [14]. Table 10 proposes an overview of hybrid Recommender systems and its

Case Study Of BIMS
Introduction The company (BIMS) Ballard Integrated Managed Services, Inc. is a company that does housekeeping and food service for many
companies. The company has come up with some issues in the last four months, which was an increase in turnover. The company has an average
turnover rate of 50 to 60%. With now a 64% rate of turnover BIMS knows there is a problem. Management is not sure as to why the turnover rate has
risen so much. They have failed to find the origin of the problem. Another problem is that the morale in the company is low, and the sick leave is
increasing. Management is determined to figure out what is causing the problem to find a solution. An approach that the company will take is to give
all 452 employees a survey.
Data ... Show more content on Helpwriting.net ...
The survey was created to help employees in BIMS to help management find what is causing the turn over by giving their opinion with the company.
There are ten questions in the survey, the first one asks employees to express how they feel with their employment. Communication is also pointed out
in the survey, to see how communication is between employee and management. These questions have to be answered by circling a number from one
to five. One for very negative and five for very positive. That's is for questions one to ten. There are also four extra questions that need to be answered
different, there is one that the employee has to state what sex they are either male or female, also about how long they have worked for the company,
so these questions can not be answered in a one to five format. As well as to in what area they work in. taking a look at the answers one can connect
points and see that there was a small communication between employee and manager. Also another point is that there are many hours assigned to
workers and they are not satisfied with the pay.
Levels of measurement BIMS used nominal, ordinal, and interval levels of analysis in the survey. In the Nominal level there was classification done.
Then followed the ordinal level, which took care of classifying and ordering in the survey. Then followed the interval level which classifying, ordering
and distance. Interval was applied in the question which

Unstructured Interview Sociology
In order to find out the solution to my hypothesis I would have to collect data so that I would be able to analyze it. There are two ways that I would
collect data. The first way that I would collect data is though a questionnaire. By giving a person a questionnaire I feel as though I am more likely to
have honest feedback. There are many advantages to giving a questionnaire to receive feedback. Some advantages are that it is normally more quicker
to collect information from the questionnaire rather than any other for of data collecting, it is easy analyze and that it is more likely to receive honest
feedback because the person can compete the questionnaire whenever they feel like they want to. I really like the questionnaire method mainly... Show
It relates to the standard of Understand and value social work research as it relates to the advancement of basic science, professional knowledge, and
ongoing practice paying particular attention to the potential contribution of the direct service practitioner to agency research and individual practice
research. It also relates to the standard that social work students need to Develop comfort and familiarity in using research literature to develop
вЂЁadditional information on clients, families, groups, networks, agencies, or вЂЁcommunity problems. The more that we learn how to use research
methods the more effective we will be as a social

Health Promoting Behavior Is Positively Associated With...
NUR 705
Format for Critique of Published Quantitative Research
Reference:
Chia–Pei, C., Yun–Shing, P., Hsu–Huei, W., Hsiao–Yun, Y., & Mei
–Yen, C. (2013). Health–promoting behavior is positively associated with diabetic
control among type 2 diabetes patients. Open Journal of Nursing, 3(2), 274–280. doi.org/10.4236/ojn.2013.32037
1.Purpose of the article. What is the overall purpose of the article? Try to state this in one sentence.
The purpose of this article study was to identify the association between practicing health promoting behaviors and diabetic control among Type 2
Diabetes Mellitus (T2DM) patients.
2.Type of article. Is this article data–based, clinical, review or editorial?
The research study "Health–promoting behavior is positively associated with diabetic control among type 2 diabetes patients" is a data–based study.
3.Problem/Purpose/Aims/Research Questions/Hypotheses. Are these, or most of these items, clearly stated? Is the purpose clearly stated?
The research study overall was straightforward. The research problem, purpose, aims, research question was clearly stated. The purpose was clear and
concise and agreed with the title. The research question for this particular research study was "Does promoting health promotion behaviors in Type 2
Diabetes Mellitus (T2DM) patients improve glycemic control and result in healthier living. However, rather than a hypothesis, the researchers posed a
statement where they were interested in exploring the

Case Study: What Can Be Done About Data Quality?
What was the impact of data quality problems on the companies described in this case study? What management, organization, and technology factors
caused these problems? BT Group had data quality issues within the product inventory and customer billing databases, resulting in poor efficiency of
the system. The case doesn't really give the reason that these databases contained inaccurate data. However, one can assume that the errors were caused
by lack of structure within the organization at data collection points. Emerson Process Management, had a data warehouse that was collecting data from
transaction processing systems across the world. The inaccurate data was caused by assuming that all members of the global sales team would be ...
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Discuss how this statement applies to the companies described in this case study. I think each of the companies in the case study came to the
realization that they data quality was not simply a technical problem. Each company had multiple business lines with inconsistent processes of
collecting data. BT Group came to the realization that too much time and effort was being spent correcting data on a regular basis. To institute a
change in the quality of data collected, the company set measurable goals that would show the success of those changes. These goals were set within
each business group to emphasize the necessity of contribution. The end result was a substantial savings in time and money, as well as an improved
data collection process. Emerson realized that the data being collected was inconsistent from across the world. The designers of the data warehouse
made the assumption that all data collection processes would be the same. However, the absorption of acquired companies as well as cultural
differences from locations around the world, created multiple systems for data collection and entry. Once the realization was made that the data
warehouse was full of inaccurate information, it was obvious that a new system would need to be put in place. Cintas had a similar experience with the
multiple business units that operate under the same name. A customer could appear in multiple databases, yet not be

Notes And Advertisements : Data Sources
п‚§Data sources e.g. sources in relation to secondary data.
п‚§Articles and advertisements: http://www.gcimagazine.com/marketstrends/segments/skincare
/Mens–Skin–Care–to–Help–Drive–Global–Beauty–Growth–211009391.html According to recent study, the sales for men's skincare products have a
significant increased in year 2016. Men havebecome one of the biggest segment or driver in the skincare industry around the world. Men are starting
to care and aware of their appearance as they are getting more knowledgeable and get educated about the importance of take care and protection of their
skin. A lot of retailer or store in the market begins to bring in and market men's skincare products due to the rise of demand. Skincare products for men
are ... Show more content on Helpwriting.net ...
The reason for men's skincare growing market is due to the widespread of ongoing culture, various marketing of men's products, and the desire to
maintain youthfulness due to the stress or pressure at work which may drive their skin to darker or lower tone and looks less energetic
п‚§How the data will be processed and reviewed e.g. manually or using specialised software and your rationale for this approach.
п‚§Data processing service experts:
The number or volume of data that collected by Bio–Gent in conducting market research could be overloaded and very difficult to measure. By using
data processing service expert, amount of data that being develop can be formulated, classified, processed, presented and efficiently reachable and
access. Information like the participants' demographic data, psychographic data, geographical data and etc. can be organized and processed into a
presentable format, which sum up and simplify the complexity of data being collected. Through data processing service experts, Bio–Gent are able to
better manage our business, save a lot of time and also save cost in implementing data
п‚§Specialist software packages:
As there is a huge volume of data being collected and need to be analyzed, it is very difficult for Bio–Gent to manage such big amount of data and is
time consuming. As a result, Bio–Gent chooses to use specialist

Data Collection Tool Used For Information About Individuals
A survey is a process of obtaining information or a general view, examination, or description of something. It is a data collection tool used to gather
information about individuals. It has a variety of purposes and can actually be conducted in many ways. One of the ways is by printed questionnaire,
over the telephone, by mail, in person, by diskette, or on the web. However, the information is collected through the use of standardized procedures.
This is to ensure that every participant is asked the same question in the same way (uniform). It entails asking the participants for information in a
structured format. Notably, the participants being surveyed may be representing themselves or their organization depending on what is being asked.
They may also focus on factual information about individuals. Generally, surveys are standardized to ensure that they have reliability and validity. This
is very important so that the results can be generalized to the entire population. However, this paper will discuss the following questions/concerns based
on the survey questionnaire answered: my thought on the length of each survey instrument, my thought on the open minded questions, whether I
preferred completing the surveys or open ended questions, which methodology I believe is most useful in the examination of each variable/construct,
and how this experience might influence my research design.
My Thought on Length of Survey In my thought, the length of each survey

Qualitative Research Analysis Of Irritable Bowel Syndrome...
Qualitative Research Critical Appraisal The qualitative research is a subjective approach that used to describe life experiences and give them
meaning. This assignment is a critical appraisal of the qualitative research article written by Dainty, Allcock and Cooper (2014) entitled: "Study of
Irritable Bowel Syndrome and Co–Existing Psychological Illness". The hermeneutic phenomenology design used throughout the study to understand
the individual's personal experience, the meaning of those experiences, and multiple realities in people's minds. The researchers used unstructured
methods for data collection and thematic analysis to answer the specific research question. As a result, this article may be trustworthy due to... Show
Literature Review Although the researchers reviewed the various literature to develop practice guidelines, draw conclusions, create the research
question, develop a study design, and find ways to control bias. In fact, it presented key terms, such as hermeneutics, phenomenology, and interview
methods (Dainty et al., 2014). Descriptive style helps to 'bracket' any preconceptions, since hermeneutic methods acknowledge that an experience could
influence its interpretation. The hermeneutic phenomenological design linked to the study question, which based on the experience of multiple
realities (Dainty et al., 2014). Overall, the literature reviews adequately linked the interview question and design through interpretative phenomenology
theory. Research Design The naturalistic design focuses on the reality that is not fixed, it lies in human minds; thus, the least distance between
researchers and participants can maximize understanding. The researchers and participants actively involved in the conversation (Loiselle et al., 2011).
The study used a specific hermeneutic phenomenological design to gain a deeper understanding of the nature of the research question (Dainty et al.,
2014). Hence, the hermeneutic phenomenology design is an appropriate design for the study because of the nature of the questions. Description of the
Target Population Sampling Plan

The Gap Between Aboriginal Childbearing Women And Their...
The research topic has clear value to the discipline of Midwifery and more specifically to health professionals providing maternity care to Aboriginal
Australian childbearing women. It is a national priority to address and solve health issues that contribute to closing the gap between Aboriginal
childbearing women and their non–Aboriginal counterparts.
The driving force behind the research article is the question "What issues Ngaanyatjarra women would like to see resolved in the area of antenatal and
birthing services?", which is only articulated in the abstract part of the article. This research question is appropriate for a qualitative research as the
study will consider the issues raised by Ngaanyatjarra women regarding antenatal and ... Show more content on Helpwriting.net ...
On the other hand, it is challenging to distinguish between the studies which form a historical and cultural context around birthing issues in Aboriginal
women and the literature that led the researchers to formulate the specific research question. It would have been better to separate these for their
attributing purposes.
Nevertheless, a framework is established between a previous study conducted in 1989 and the research about to be undertaken. For instance, in the
background section of the article, Simmonds et al refers to Rawlings and West's (1989) work who outlined the concerns Ngaanyatjarra women had over
travelling to town to birth. This particular reference leads the investigators to clearly convey the main purpose of the study to the reader; to formally
document Ngaanyatjarra women's concern regarding antenatal and birthing services.
Overall, all articles reviewed by Simmonds et al (2012) led them to support the need to provide culturally appropriate maternity services to Aboriginal
women and led the investigators to underpin a research question that I considered feasible, interesting, ethical and relevant to midwifery and obstetric
practice.
Part 2
A participatory research methodology was implemented to address the research goal. This method was appropriate for this investigation, given that the

Unit 10 M2 Business Enterprise Essay example
In this assignment I will be explaining the reasons for selecting the particular method of data collection for a selected product/service. The selected
product that I will be collecting data for is an anti–depression medication made my HML (Hutchinsons Medical Limited). The data collecting method
I've chosen is face to face interviews in order to get the respondents full attention and collect data without any distractions. I intend on finding out the
respondent's age, whether they suffer from depression/anxiety, whether they take medication for their depression/anxiety, and which form of our
product they would prefer to purchase (roll on, cream, liquid, pills). The sampling method that I chose was probability sampling. I chose this... Show
It's also not easy to have an accurate quota frame because of the unavailability on current information. You could divide the population in groups
but this means extending sampling requirements and bringing in more groups. This would cost money as well take time when the current method
itself takes a lot of time. There were some problems while collecting the data as some people that were interviewed didn't even suffer from either
anxiety or depression which meant that a lot of time was wasted. There were also some people that started to lose interest halfway through the
interview meaning that their answers became short and less detailed which didn't help at all. At one point there was someone that didn't really speak
English which meant there was a language barrier so a translator was brought in but this held up the process as we didn't know beforehand.
Secondary Data Collection I collected secondary data off google because it's easy and free as well as time and cost effective and I also wanted to find
out about the population and the side effects of anti–depression medication. Another site used was ONS they regularly update the information so it's
accurate. Conclusion Despite some problems with the data collection, it was still comprehensive enough to use for the HML anti depression product.
The aim for selecting certain methods of data collection i.e. secondary data and random sampling for HML products is because the

Data Analysis Method
Throughout our observation week we were able to collect vast amount of data both from observations and interviews. In order to let our data speak
to us and help us to understand how the collaborative work is conducted between ITB and Royal Danish Library we have adopted grounded theory
method as a main data analysis practice to work with. This decision involved summarizing cons and pros of using this approach. According to Glaser,
Barney G & Strauss (1967), using grounded theory involves development of theory rather by logical deduction then from experimental data itself.
The publication of The Discovery of Grounded theory finds it relevant in practical applications and enable prediction and explanation of behavior.
As our field setting is not often overflown with different actors we have decided to unlock behavioral patterns and get insight also on the profiles
of employees. By this approach we have enriched our data, by being able to see connection between artifacts and articulation work, that draws an
implication of artifacts in collaborative work. Moreover we have observed that each artifact might have different purpose of use as it is observed by
different point of views from different subjects.The fact that we were able to actually observe appropriation in collaborative work, which can be
described such as an assimilation of technology by group of people in completely different manner as designer firstly intended to, made us to logically
distinguish between different

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