Research a recent article on sampling as it relates to financial statement auditing. - Business Finance
Write a 175- to 350-word summary.Research a recent article on sampling as it relates to financial statement auditing.Attached is article for reference.
importance_of_applying_statistical_sampling_to_increase_confidence_in_financial_statements.pdf
Unformatted Attachment Preview
OPEN
h
tional J
rna
o
te
ISSN: 2472-114X
Re
ing searc
nt
of Acc
ou
nal
ur
ACCESS Freely available online
International Journal of
Accounting Research
Research Article
In
Importance of Applying Statistical Sampling to Increase Confidence in
Financial Statements
Filipe Mahaluça*, Gilda Chissengue, Jerónimo Uamba, Isvera Pereira, Emidio Mabjaia, Alfeu Vilanculos
Higher Institute of Accounting and Audit of Mozambique, Maputo, Maputo, Mozambique
ABSTRACT
Background: Sampling is an important tool considered viable and indispensable for the execution of auditing
procedures, since they provide scientific evidence about the universe as a whole and can be used in all types of
auditing, becoming tools of great interest, which is why we chose this study. The present study aims to analyze the
importance of the application of statistical sampling in increasing the confidence of the financial statements.
Methods: This was a descriptive, quantitative bibliographic study of secondary data that has as a source of research
filtering in the search sites Wiley Online Library, Science Direct, American Accounting Association and Google
Scholar, using as descriptors: financial audit, statistical sampling, audit sampling, financial demonstrations and
accounting.
Results: Of the 40 articles analyzed, 30\% are from the Asian region, 28\% from North America, 18\% from Europe,
15\% from Latin America and 10\% from Africa. Convenience sampling was the most predominant with 57.5\%. All
articles published by African authors used sampling for convenience. Statistical sampling was more prevalent in
North American and European articles. The Chi-Square test shows the lack of a provenance relationship between
the preference for the type of sampling and the region.
Conclusions: The use of statistical sampling does not relegate the auditors judgment to the background but it allows
the risk of sampling to be measured. Through statistical tools, the auditor can specify the audit risk he or she wants
to run, and the sample size is a reflection of risk.
Keywords: Earning persistence; Forecast ability; Firm performance; Economic value added
INTRODUCTION
Financial auditing focuses on financial statements and it is
considered effective when it is intended to prevent omission errors,
commissioned errors and errors of principle [1,2].
Audit procedures are the set of techniques that enable the
auditor to obtain sufficient or adequate evidence or evidence to
substantiate his or her opinion on the audited financial statements
[3]. Thus, the main purpose of an audit is to increase the degree of
confidence of the recipients of the financial statements [4].
The financial statements are prepared and disclosed in accordance
with the Accounting and Financial Reporting Standards and the
legislation in force at the date of preparation. The financial audits,
mandatory in some cases, certify that the financial statements show
the true economic, financial and equity situation of the company
[5].
The audited financial statements give companies greater
credibility, giving users greater security in decision making and
avoiding concerns about possible data manipulation [6]. The
professional activity carried out by the auditor implies a great deal
of responsibility, and therefore requires total independence and
neutrality in relation to the audited object, allowing the audit work
to be the product of impartial analysis and, therefore, reliable [7].
In auditing it is necessary to verify and test the transactions occurring
in the company, analyze and test documents, books, internal
control systems and financial statements [8]. These procedures
cover substantive tests and control tests. Control tests are used
to verify replace with if the internal control system established
by the company is observed and complied with. Substantive tests
are intended to provide sufficient evidence of the accuracy of the
transactions and balances of the financial statements [9].
Given the diversity of documents required for the auditors
*Correspondence to: Filipe Mahaluca, Higher Institute of Accounting and Audit of Mozambique, Maputo, Mozambique, Tel: +258-848407234; E-mail: filipe.
mahaluca@iscam.ac.mz
Received: March 29, 2019; Accepted: April 26, 2019; Published: May 03, 2019
Citation: Mahaluça F, Chissengue G, Uamba J, Pereira I, Mabjaia E, Vilanculos A (2019) Importance of Applying Statistical Sampling to Increase
Confidence in Financial Statements. Int J Account Res 7:198. doi: 10.35248/2472-114X.19.7.198
Copyright: © 2019 Mahaluça F, et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which
permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Int J Account Res, Vol. 7 Iss. 1 No: 198
1
Mahaluça F, et al.
assessment, it is unfeasible to examine all records because of the
time and cost factors and the quality of work performed by the
auditor. Thus, sampling is an indispensable technique for use by
the auditor, particularly when faced with a population of difficult
analysis, due to its size, and intends to conclude on the whole
universe of transactions to be examined and tested [10].
Sampling is an important tool considered viable and indispensable
for the execution of auditing procedures, since they provide
scientific evidence about the universe as a whole and can be used
in all types of auditing, becoming tools of great interest, which is
why we chose this study.
At the global level, there are very few studies related to financial
auditing that address the importance of the applicability of
sampling. In Mozambique, although sampling techniques are
known by accountants and auditors during their training, the
relevance of these in their application in financial auditing is
almost unknown.
Considering the above, the present study aims to analyze the
importance of the application of statistical sampling in increasing
the confidence of the financial statements.
LITERATURE REVIEW
Audit sampling
The auditor shall obtain appropriate and adequate audit evidence
through inspections, observations, inquiries, confirmations,
calculations and analytical procedures, the performance and
conclusions of which shall be adequately documented in order
to support his opinion [11]. That is, the auditor should obtain
evidence of his work through specific methods and techniques,
known as audit procedures, ranging from work to work to fit the
circumstances they encounter [12].
In the application of audit procedures, audit evidence is obtained
through substantive testing and control tests [13], Where control
tests, which include an analysis of the accounting system and the
internal control system, are not adequate, substantive procedures
shall be applied by means of detail tests for each class of transactions,
account balances and disclosures, and the analytical procedures are
applied by analyzing the relationships between financial and nonfinancial data [14].
Since sampling is a technique used by the auditor, audit sampling
consists of the application to less than 100\% of the items of
a relevant population in auditing, so that all sample units have
the possibility of being selected in order to provide the auditor a
reasonable basis upon which he draws conclusions about the entire
population [15]. The auditor can opt for the full evaluation of all
the operations carried out by the company, but being a company
with a considerable number of movements and weighing the
costs and the time in which the auditor would need to analyze all
operations, it is undoubtedly essential to apply sampling [16].
OPEN
ACCESS Freely available online
Sampling in substantive tests
The substantive tests are applied to verify and evaluate the monetary
amounts involved in group and account balances. Sampling in
substantive tests or sampling of variables is intended to estimate a
monetary total of a population or the monetary value of errors in
a population [18].
The auditor should rely on the cost/benefit check to accept some
doubts when the cost of checking 100\% of the population items
becomes greater than coming to erroneous opinion by examining
only one sample. In substantive tests, in the application of sampling,
the risk of the first species, which is the risk of incorrect rejection,
involves the efficiency of the audit. The second type risk, which is
the risk of incorrect acceptance, addresses the effectiveness of the
audit [19].
Statistical sampling and convenience sampling in substantive
tests: The sampling process can be used in the audit work in
two processes: Statistical sampling and convenience sampling.
Probabilistic or random sampling is one that is supported by
mathematical methods based on the calculation of probabilities
[15]. Conversely, in convenience sampling, the auditor uses
subjectivity, based on judgment, judgment in own criteria and
more specifically in his capacity and professional experience [20].
In audit the technique of sampling for convenience is more used
than random sampling [10]. Regardless of the technique used, the
auditor should always use four different phases:
• Determine the appropriate sample size.
• Select or identify the sample.
• Apply appropriate audit procedures to selected items.
• Evaluate the results of the sample.
Sample determination
When selecting the elements of a population, one must consider
whether this sample is representative of the universe [15]. Regardless
of the sampling technique chosen, the auditor should be aware of
different factors influencing sample size:
• Population dispersal.
• Level of risk you are willing to accept.
• Maximum tolerable error.
• Population expectancy.
• Accuracy.
• Confidence level.
• Population size.
Sample selection
The selected sample should take into account specific items, that
is, the auditor should include documents with high values in the
sample, all items from a certain amount, indispensable items to
obtain information and items to test the control activities.
A random sample exists when all elements of a population are
equally likely to be selected. When the auditor makes a selection
of the sample, he must take into account its representativeness,
because if it is not representative, that is, if it is skewed, the
conclusions that will be obtained about the population in question
are not valid [10].
In the audit engagement, the auditor incurs a sampling risk that
occurs when the auditor issues an erroneous opinion based on the
sample collected [17].
The concept of a random sample requires that the selection of
elements is not distorted or influenced, either consciously or
unconsciously by the auditor, and should use processes such as
Int J Account Res, Vol. 7 Iss. 1 No: 198
2
Mahaluça F, et al.
ACCESS Freely available online
OPEN
random number tables, random number generator (computer
technique), systematic selection, random selection and selection in
blocks [10,15].
Evaluation of sample results
The auditor should evaluate the results of the sample to see if what
he got is in agreement with what he hoped to obtain. If it is not
compatible, you will have to deepen your evaluation. If the auditor
finds that his preliminary assessment of population characteristics
needs to be reviewed, he has the option of requesting help
from management to investigate potential errors by making any
adjustments he deems necessary [21].
He can modify the planned audit procedures and have to mention
the change in the audit report.
If it is found that all the elements of the sample are correctly recorded
and comply with all the requirements defined by the auditor in
the previously prepared programs, then it may be concluded that
although there may be errors, they are not materially relevant and
should validate the population in question.
Sampling in compliance tests
The sampling in the compliance tests is intended to verify the rate
of deviations applied to a particular type of control. Its application
is not related to monetary values, but to the application of necessary
procedures that will serve as a basis for the valuation and measurement
of transactions. Therefore, it is necessary to have a documentary
evidence trail regarding the control procedure being tested [19].
In compliance tests, to perform statistical sampling, or sampling of
attributes, as well as in any form of sampling, it is necessary to carry
out a planning that serves as a guide in the course of the auditors
tasks, so that he can successfully complete his work.
Risk of sampling
The risk of sampling assumes that if the total population passed
through the same procedure used in the sample population, the
auditor should have another conclusion. In other words, the show
was not properly chosen because it does not reflect the reality of
the population as a whole.
The auditor faces the risk of sampling in two cases: in the control
test and in verification procedures. In the control test, there is a
risk of over-evaluation or under-assessment of reliability, that is,
in which case the sample result would apparently not provide
reliable support for the assessment of the population as a whole,
which in fact does not occur. Thus, the reliability of the sample is
underestimated [10].
In the verification procedures, there is the problem of the risk
of incorrect rejection and the risk of incorrect acceptance. The
problem of the risk of incorrect rejection occurs when the result
of the sample leads one to believe that the transaction data are
materially distorted, while in fact they are not.
MATERIAL AND METHODS
It is a descriptive, quantitative, bibliographic study of secondary
data that has as a source of research filtering in the search sites 6
and Google Scholar, using as descriptors: financial audit, statistical
sampling, audit sampling, financial demonstrations and accounting.
The inclusion criteria used for the search were:
• Articles published between the years 2010 and 2018. This
time cut was used to select the most recent works, since the use
of sampling techniques in auditing has increased considerably in
recent years; and
• Texts in full that specifically addressed the subject under study.
Exclusion criteria were:
• Theses, thesis chapters, books, book chapters, annals of
conferences or conferences, technical and scientific reports, and
ministerial documents.
At the end of the bibliographical survey, 40 articles were actually
used, selected according to the quality and relevance with the
proposed theme.
For the data analysis, the articles were distributed as per region,
using the Chi-square test with a confidence level of 95\% to
establish the relationship between them. All p-value below 5\% were
considered significant.
RESULTS
As shown in Figure 1, of the 40 articles analyzed, 30\% are from the
Asian region, 28\% from North America, 18\% from Europe, 15\%
from Latin America and 10\% from Africa. Of the articles analyzed,
Latin America (6)
North America (11)
Europe (7)
Asia (12)
Africa (4)
30\%
28\%
18\%
15\%
10\%
Latin America (6)
North America (11)
Europe (7)
Asia (12)
Africa (4)
Figure 1: Distribution of articles as per region.
Int J Account Res, Vol. 7 Iss. 1 No: 198
3
Mahaluça F, et al.
OPEN
ACCESS Freely available online
Table 1: Relationship between preference by type of sampling and region.
Type of Sampling
Region
Chi-Square
Latin America
North America
Europe
Asia
Africa
Sum
n (\%)
n (\%)
n (\%)
n (\%)
n (\%)
N (\%)
χ2
p-value
Statistical
2 (11.8)
7 (41.2)
4 (23.5)
4 (23.5)
0 (0.0)
17 (42.5)
6.201
0.185
Convenience
4 (17.4)
4 (17.4)
3 (13.0)
8 (34.8)
4 (17.4)
23 (57.5)
6 (15)
11 (28)
7 (18)
12 (30)
4 (10)
40 (100.0)
Sum
convenience sampling was the most prevalent (57.5\%). This type of
sampling was even more prevalent in studies from Latin America,
Asia and Africa. Statistical sampling was the most preferred in
North America and Europe (Table 1).
According to the Chi-Square test, there was no significant
difference between the preferences for the type of sampling, that is,
it can be affirmed with a 95\% confidence level that the preference
for the type of sampling does not depend on the region (Table 1).
DISCUSSION
The use of statistical sampling by the auditor in performing the
audit tests may be appropriate in certain circumstances [22].
However, when using the inference process, it becomes very
difficult to say with certainty that the sample taken from a given
population represents exactly the same population [15]. This is
because it is a sampling process and not a complete census. From
this point, it is important that the auditor be aware of the fact that
there may be sample errors leading him to draw wrong conclusions
and constitute a risk to his work [23].
Populations in accounting audits differ from most other populations
because, before the auditor begins testing, data has already been
checked, accumulated, compiled, and summarized [24]. Rather
than using sampling to quantitatively or qualitatively estimate the
unknown, the auditors objective is generally to corroborate the
relative correctness of certain data such as balance of accounts or
classes of transactions, or to assess adherence to internal control
procedures in data processing [25].
Statistical sampling cannot and should not replace the auditors
judgment [26]. It requires, however, a high degree of judgment.
Sampling tables are prepared for the purpose of supplying the
auditor with sample sizes for known populations and use under
specific circumstances. The choice of table depends on certain
assumptions, including the auditors decision on the level of
confidence and accuracy desired.
In fact, statistical sampling techniques, while not replacing the
auditors judgment, help them form a judgment based on scientific
methods, since their judgment becomes necessarily explicit when
determining the precision and confidence to be employed in the
statistical samples [27]. What is assumed is that knowledge of the
procedures in this method, shows a structure that can help the
auditor to plan their tests more effectively and efficiently [28].
As identified in this study, convenience sampling remains the
most preferred by auditors. This technique is traditional, where
the selection, amplitude and evaluation of the sample are based
on an auditors own criteria, and therefore, its nature is eminently
subjective [5]. As the name implies, this approach relies heavily on
the auditors judgment for determining sample size and evaluating
the samples results [22]. The auditor develops this judgment for
years of auditing in similar companies or even the same company
[29]. The judgment of the auditors is often very good, however, for a
Int J Account Res, Vol. 7 Iss. 1 No: 198
given factual situation; two equally experienced auditors may come
up with quite different sample sizes. The sample size for an auditor
can sometimes be much larger than the sample size for another
auditor. These differences in sample size are unexplained by the
facts of the situation resulting solely from different judgment [22].
CONCLUSIONS
The use of statistical sampling does not relegate the auditors
judgment to the background but allows the risk of sampling to
be measured. Through statistical tools, the auditor can specify the
audit risk he or she wants to run, and the sample size is a reflection
of that risk. Thus, statistical sampling can help the auditor: in
the definition of efficient samples; in determining the size of the
sample; and in the evaluation of the results obtained. However,
these advantages are only obtained with additional costs related to
the training of personnel, design of sampling plans and selection of
items for evaluation, thus, non-statistical sampling is widely used by
auditors, especially in testing small populations.
It can thus be concluded that both statistical sampling and nonstatistical sampling can ...
Purchase answer to see full
attachment
CATEGORIES
Economics
Nursing
Applied Sciences
Psychology
Science
Management
Computer Science
Human Resource Management
Accounting
Information Systems
English
Anatomy
Operations Management
Sociology
Literature
Education
Business & Finance
Marketing
Engineering
Statistics
Biology
Political Science
Reading
History
Financial markets
Philosophy
Mathematics
Law
Criminal
Architecture and Design
Government
Social Science
World history
Chemistry
Humanities
Business Finance
Writing
Programming
Telecommunications Engineering
Geography
Physics
Spanish
ach
e. Embedded Entrepreneurship
f. Three Social Entrepreneurship Models
g. Social-Founder Identity
h. Micros-enterprise Development
Outcomes
Subset 2. Indigenous Entrepreneurship Approaches (Outside of Canada)
a. Indigenous Australian Entrepreneurs Exami
Calculus
(people influence of
others) processes that you perceived occurs in this specific Institution Select one of the forms of stratification highlighted (focus on inter the intersectionalities
of these three) to reflect and analyze the potential ways these (
American history
Pharmacology
Ancient history
. Also
Numerical analysis
Environmental science
Electrical Engineering
Precalculus
Physiology
Civil Engineering
Electronic Engineering
ness Horizons
Algebra
Geology
Physical chemistry
nt
When considering both O
lassrooms
Civil
Probability
ions
Identify a specific consumer product that you or your family have used for quite some time. This might be a branded smartphone (if you have used several versions over the years)
or the court to consider in its deliberations. Locard’s exchange principle argues that during the commission of a crime
Chemical Engineering
Ecology
aragraphs (meaning 25 sentences or more). Your assignment may be more than 5 paragraphs but not less.
INSTRUCTIONS:
To access the FNU Online Library for journals and articles you can go the FNU library link here:
https://www.fnu.edu/library/
In order to
n that draws upon the theoretical reading to explain and contextualize the design choices. Be sure to directly quote or paraphrase the reading
ce to the vaccine. Your campaign must educate and inform the audience on the benefits but also create for safe and open dialogue. A key metric of your campaign will be the direct increase in numbers.
Key outcomes: The approach that you take must be clear
Mechanical Engineering
Organic chemistry
Geometry
nment
Topic
You will need to pick one topic for your project (5 pts)
Literature search
You will need to perform a literature search for your topic
Geophysics
you been involved with a company doing a redesign of business processes
Communication on Customer Relations. Discuss how two-way communication on social media channels impacts businesses both positively and negatively. Provide any personal examples from your experience
od pressure and hypertension via a community-wide intervention that targets the problem across the lifespan (i.e. includes all ages).
Develop a community-wide intervention to reduce elevated blood pressure and hypertension in the State of Alabama that in
in body of the report
Conclusions
References (8 References Minimum)
*** Words count = 2000 words.
*** In-Text Citations and References using Harvard style.
*** In Task section I’ve chose (Economic issues in overseas contracting)"
Electromagnetism
w or quality improvement; it was just all part of good nursing care. The goal for quality improvement is to monitor patient outcomes using statistics for comparison to standards of care for different diseases
e a 1 to 2 slide Microsoft PowerPoint presentation on the different models of case management. Include speaker notes... .....Describe three different models of case management.
visual representations of information. They can include numbers
SSAY
ame workbook for all 3 milestones. You do not need to download a new copy for Milestones 2 or 3. When you submit Milestone 3
pages):
Provide a description of an existing intervention in Canada
making the appropriate buying decisions in an ethical and professional manner.
Topic: Purchasing and Technology
You read about blockchain ledger technology. Now do some additional research out on the Internet and share your URL with the rest of the class
be aware of which features their competitors are opting to include so the product development teams can design similar or enhanced features to attract more of the market. The more unique
low (The Top Health Industry Trends to Watch in 2015) to assist you with this discussion.
https://youtu.be/fRym_jyuBc0
Next year the $2.8 trillion U.S. healthcare industry will finally begin to look and feel more like the rest of the business wo
evidence-based primary care curriculum. Throughout your nurse practitioner program
Vignette
Understanding Gender Fluidity
Providing Inclusive Quality Care
Affirming Clinical Encounters
Conclusion
References
Nurse Practitioner Knowledge
Mechanics
and word limit is unit as a guide only.
The assessment may be re-attempted on two further occasions (maximum three attempts in total). All assessments must be resubmitted 3 days within receiving your unsatisfactory grade. You must clearly indicate “Re-su
Trigonometry
Article writing
Other
5. June 29
After the components sending to the manufacturing house
1. In 1972 the Furman v. Georgia case resulted in a decision that would put action into motion. Furman was originally sentenced to death because of a murder he committed in Georgia but the court debated whether or not this was a violation of his 8th amend
One of the first conflicts that would need to be investigated would be whether the human service professional followed the responsibility to client ethical standard. While developing a relationship with client it is important to clarify that if danger or
Ethical behavior is a critical topic in the workplace because the impact of it can make or break a business
No matter which type of health care organization
With a direct sale
During the pandemic
Computers are being used to monitor the spread of outbreaks in different areas of the world and with this record
3. Furman v. Georgia is a U.S Supreme Court case that resolves around the Eighth Amendments ban on cruel and unsual punishment in death penalty cases. The Furman v. Georgia case was based on Furman being convicted of murder in Georgia. Furman was caught i
One major ethical conflict that may arise in my investigation is the Responsibility to Client in both Standard 3 and Standard 4 of the Ethical Standards for Human Service Professionals (2015). Making sure we do not disclose information without consent ev
4. Identify two examples of real world problems that you have observed in your personal
Summary & Evaluation: Reference & 188. Academic Search Ultimate
Ethics
We can mention at least one example of how the violation of ethical standards can be prevented. Many organizations promote ethical self-regulation by creating moral codes to help direct their business activities
*DDB is used for the first three years
For example
The inbound logistics for William Instrument refer to purchase components from various electronic firms. During the purchase process William need to consider the quality and price of the components. In this case
4. A U.S. Supreme Court case known as Furman v. Georgia (1972) is a landmark case that involved Eighth Amendment’s ban of unusual and cruel punishment in death penalty cases (Furman v. Georgia (1972)
With covid coming into place
In my opinion
with
Not necessarily all home buyers are the same! When you choose to work with we buy ugly houses Baltimore & nationwide USA
The ability to view ourselves from an unbiased perspective allows us to critically assess our personal strengths and weaknesses. This is an important step in the process of finding the right resources for our personal learning style. Ego and pride can be
· By Day 1 of this week
While you must form your answers to the questions below from our assigned reading material
CliftonLarsonAllen LLP (2013)
5 The family dynamic is awkward at first since the most outgoing and straight forward person in the family in Linda
Urien
The most important benefit of my statistical analysis would be the accuracy with which I interpret the data. The greatest obstacle
From a similar but larger point of view
4 In order to get the entire family to come back for another session I would suggest coming in on a day the restaurant is not open
When seeking to identify a patient’s health condition
After viewing the you tube videos on prayer
Your paper must be at least two pages in length (not counting the title and reference pages)
The word assimilate is negative to me. I believe everyone should learn about a country that they are going to live in. It doesnt mean that they have to believe that everything in America is better than where they came from. It means that they care enough
Data collection
Single Subject Chris is a social worker in a geriatric case management program located in a midsize Northeastern town. She has an MSW and is part of a team of case managers that likes to continuously improve on its practice. The team is currently using an
I would start off with Linda on repeating her options for the child and going over what she is feeling with each option. I would want to find out what she is afraid of. I would avoid asking her any “why” questions because I want her to be in the here an
Summarize the advantages and disadvantages of using an Internet site as means of collecting data for psychological research (Comp 2.1) 25.0\% Summarization of the advantages and disadvantages of using an Internet site as means of collecting data for psych
Identify the type of research used in a chosen study
Compose a 1
Optics
effect relationship becomes more difficult—as the researcher cannot enact total control of another person even in an experimental environment. Social workers serve clients in highly complex real-world environments. Clients often implement recommended inte
I think knowing more about you will allow you to be able to choose the right resources
Be 4 pages in length
soft MB-920 dumps review and documentation and high-quality listing pdf MB-920 braindumps also recommended and approved by Microsoft experts. The practical test
g
One thing you will need to do in college is learn how to find and use references. References support your ideas. College-level work must be supported by research. You are expected to do that for this paper. You will research
Elaborate on any potential confounds or ethical concerns while participating in the psychological study 20.0\% Elaboration on any potential confounds or ethical concerns while participating in the psychological study is missing. Elaboration on any potenti
3 The first thing I would do in the family’s first session is develop a genogram of the family to get an idea of all the individuals who play a major role in Linda’s life. After establishing where each member is in relation to the family
A Health in All Policies approach
Note: The requirements outlined below correspond to the grading criteria in the scoring guide. At a minimum
Chen
Read Connecting Communities and Complexity: A Case Study in Creating the Conditions for Transformational Change
Read Reflections on Cultural Humility
Read A Basic Guide to ABCD Community Organizing
Use the bolded black section and sub-section titles below to organize your paper. For each section
Losinski forwarded the article on a priority basis to Mary Scott
Losinksi wanted details on use of the ED at CGH. He asked the administrative resident