Chapter 2: Secondary Sources Of Information (2024)

Chapter Objectives
Structure Of The Chapter
The nature of secondary sources of information
The problems of secondary sources
Sources of information
Internal sources of secondary information
External sources of secondary information
The information super-highway
Chapter Summary
Key Terms
Review Questions
Chapter References

Marketing information must be timely, organised, useful and in a simple form if it is to ease decision making. It should also be easily manipulated to satisfy the changing and ad hoc requirements of management for information. There is more to marketing information than marketing research. Indeed, marketing research is a subsystem of the marketing information system. A Marketing Information System (MIS) is a structure within an organisation designed to gather, process and store data from the organisation's external and internal environment and to disseminate this in the form of information to the organisation's marketing decision makers. The activities performed by an MIS and its subsystems include information discovery, collection, interpretation (which may involve validation and filtering), analysis, and intra-company dissemination (storage, transmission, and/or dumping).

Chapter Objectives

The objectives of this chapter are:

· To convince the reader of the benefits of beginning any marketing research with a thorough search of secondary sources of data

· To articulate the advantages of secondary data

· To highlight the potential errors which can be hidden within secondary data

· To outline some of the main internal and external sources of data available to commercial enterprises, and

· To help the reader to recognise the transition, in marketing research, from a dependence upon published sources of secondary data to electronically stored secondary data.

Structure Of The Chapter

At the outset of the chapter a strong case is made for studying secondary data before engaging in primary research. The potential benefits of beginning any study with secondary data are outlined, including the prospect that in some cases possession of relevant secondary data may obviate the need for primary research to be undertaken at all. This discussion is followed by an overview of the questions that should be asked when evaluating secondary sources and data in terms of their validity and accuracy. Thereafter, the principal internal and external sources of secondary data are described. The final section of this chapter briefly points towards future developments in the storage and retrieval of secondary data. Mention is made of electronic systems like the Internet and CD-ROMs.

The nature of secondary sources of information

Secondary data is data which has been collected by individuals or agencies for purposes other than those of our particular research study. For example, if a government department has conducted a survey of, say, family food expenditures, then a food manufacturer might use this data in the organisation's evaluations of the total potential market for a new product. Similarly, statistics prepared by a ministry on agricultural production will prove useful to a whole host of people and organisations, including those marketing agricultural supplies.

No marketing research study should be undertaken without a prior search of secondary sources (also termed desk research). There are several grounds for making such a bold statement.

· Secondary data may be available which is entirely appropriate and wholly adequate to draw conclusions and answer the question or solve the problem. Sometimes primary data collection simply is not necessary.

· It is far cheaper to collect secondary data than to obtain primary data. For the same level of research budget a thorough examination of secondary sources can yield a great deal more information than can be had through a primary data collection exercise.

· The time involved in searching secondary sources is much less than that needed to complete primary data collection.

· Secondary sources of information can yield more accurate data than that obtained through primary research. This is not always true but where a government or international agency has undertaken a large scale survey, or even a census, this is likely to yield far more accurate results than custom designed and executed surveys when these are based on relatively small sample sizes.

· It should not be forgotten that secondary data can play a substantial role in the exploratory phase of the research when the task at hand is to define the research problem and to generate hypotheses. The assembly and analysis of secondary data almost invariably improves the researcher's understanding of the marketing problem, the various lines of inquiry that could or should be followed and the alternative courses of action which might be pursued.

· Secondary sources help define the population. Secondary data can be extremely useful both in defining the population and in structuring the sample to be taken. For instance, government statistics on a country's agriculture will help decide how to stratify a sample and, once sample estimates have been calculated, these can be used to project those estimates to the population.

The problems of secondary sources

Whilst the benefits of secondary sources are considerable, their shortcomings have to be acknowledged. There is a need to evaluate the quality of both the source of the data and the data itself. The main problems may be categorised as follows:

Definitions

The researcher has to be careful, when making use of secondary data, of the definitions used by those responsible for its preparation. Suppose, for example, researchers are interested in rural communities and their average family size. If published statistics are consulted then a check must be done on how terms such as "family size" have been defined. They may refer only to the nucleus family or include the extended family. Even apparently simple terms such as 'farm size' need careful handling. Such figures may refer to any one of the following: the land an individual owns, the land an individual owns plus any additional land he/she rents, the land an individual owns minus any land he/she rents out, all of his land or only that part of it which he actually cultivates. It should be noted that definitions may change over time and where this is not recognised erroneous conclusions may be drawn. Geographical areas may have their boundaries redefined, units of measurement and grades may change and imported goods can be reclassified from time to time for purposes of levying customs and excise duties.

Measurement error

When a researcher conducts fieldwork she/he is possibly able to estimate inaccuracies in measurement through the standard deviation and standard error, but these are sometimes not published in secondary sources. The only solution is to try to speak to the individuals involved in the collection of the data to obtain some guidance on the level of accuracy of the data. The problem is sometimes not so much 'error' but differences in levels of accuracy required by decision makers. When the research has to do with large investments in, say, food manufacturing, management will want to set very tight margins of error in making market demand estimates. In other cases, having a high level of accuracy is not so critical. For instance, if a food manufacturer is merely assessing the prospects for one more flavour for a snack food already produced by the company then there is no need for highly accurate estimates in order to make the investment decision.

Source bias

Researchers have to be aware of vested interests when they consult secondary sources. Those responsible for their compilation may have reasons for wishing to present a more optimistic or pessimistic set of results for their organisation. It is not unknown, for example, for officials responsible for estimating food shortages to exaggerate figures before sending aid requests to potential donors. Similarly, and with equal frequency, commercial organisations have been known to inflate estimates of their market shares.

Reliability

The reliability of published statistics may vary over time. It is not uncommon, for example, for the systems of collecting data to have changed over time but without any indication of this to the reader of published statistics. Geographical or administrative boundaries may be changed by government, or the basis for stratifying a sample may have altered. Other aspects of research methodology that affect the reliability of secondary data is the sample size, response rate, questionnaire design and modes of analysis.

Time scale

Most censuses take place at 10 year intervals, so data from this and other published sources may be out-of-date at the time the researcher wants to make use of the statistics.
The time period during which secondary data was first compiled may have a substantial effect upon the nature of the data. For instance, the significant increase in the price obtained for Ugandan coffee in the mid-90's could be interpreted as evidence of the effectiveness of the rehabilitation programme that set out to restore coffee estates which had fallen into a state of disrepair. However, more knowledgeable coffee market experts would interpret the rise in Ugandan coffee prices in the context of large scale destruction of the Brazilian coffee crop, due to heavy frosts, in 1994, Brazil being the largest coffee producer in the world.

Whenever possible, marketing researchers ought to use multiple sources of secondary data. In this way, these different sources can be cross-checked as confirmation of one another. Where differences occur an explanation for these must be found or the data should be set aside.

Figure 2.1 presents a flowchart depicting the decision path that should be followed when using secondary data. As can be seen, the flowchart divides into two phases. The early stages of the flowchart relate to the relevance of the data to the research objectives. The later stages of the flowchart are concerned with questions about the accuracy of secondary data.

Figure 2.1 Evaluating secondary data

Sources of information

Secondary sources of information may be divided into two categories: internal sources and external sources.

Internal sources of secondary information

Sales data : All organisations collect information in the course of their everyday operations. Orders are received and delivered, costs are recorded, sales personnel submit visit reports, invoices are sent out, returned goods are recorded and so on. Much of this information is of potential use in marketing research but a surprising amount of it is actually used. Organisations frequently overlook this valuable resource by not beginning their search of secondary sources with an internal audit of sales invoices, orders, inquiries about products not stocked, returns from customers and sales force customer calling sheets. For example, consider how much information can be obtained from sales orders and invoices:

· Sales by territory
· Sales by customer type
· Prices and discounts
· Average size of order by customer, customer type, geographical area
· Average sales by sales person and
· Sales by pack size and pack type, etc.

This type of data is useful for identifying an organisation's most profitable product and customers. It can also serve to track trends within the enterprise's existing customer group.

Financial data: An organisation has a great deal of data within its files on the cost of producing, storing, transporting and marketing each of its products and product lines. Such data has many uses in marketing research including allowing measurement of the efficiency of marketing operations. It can also be used to estimate the costs attached to new products under consideration, of particular utilisation (in production, storage and transportation) at which an organisation's unit costs begin to fall.

Transport data: Companies that keep good records relating to their transport operations are well placed to establish which are the most profitable routes, and loads, as well as the most cost effective routing patterns. Good data on transport operations enables the enterprise to perform trade-off analysis and thereby establish whether it makes economic sense to own or hire vehicles, or the point at which a balance of the two gives the best financial outcome.

Storage data: The rate of stockturn, stockhandling costs, assessing the efficiency of certain marketing operations and the efficiency of the marketing system as a whole. More sophisticated accounting systems assign costs to the cubic space occupied by individual products and the time period over which the product occupies the space. These systems can be further refined so that the profitability per unit, and rate of sale, are added. In this way, the direct product profitability can be calculated.

External sources of secondary information

The marketing researcher who seriously seeks after useful secondary data is more often surprised by its abundance than by its scarcity. Too often, the researcher has secretly (sometimes subconsciously) concluded from the outset that his/her topic of study is so unique or specialised that a research of secondary sources is futile. Consequently, only a specified search is made with no real expectation of sources. Cursory researches become a self-fulfilling prophecy. Dillon et. al3 give the following advice:

"You should never begin a half-hearted search with the assumption that what is being sought is so unique that no one else has ever bothered to collect it and publish it. On the contrary, assume there are scrolling secondary data that should help provide definition and scope for the primary research effort."

The same authors support their advice by citing the large numbers of organisations that provide marketing information including national and local government agencies, quasi-government agencies, trade associations, universities, research institutes, financial institutions, specialist suppliers of secondary marketing data and professional marketing research enterprises. Dillon et al further advise that searches of printed sources of secondary data begin with referral texts such as directories, indexes, handbooks and guides. These sorts of publications rarely provide the data in which the researcher is interested but serve in helping him/her locate potentially useful data sources.

The main sources of external secondary sources are (1) government (federal, state and local) (2) trade associations (3) commercial services (4) national and international institutions.

Government statistics

These may include all or some of the following:
· Population censuses
· Social surveys, family expenditure surveys
· Import/export statistics
· Production statistics
· Agricultural statistics.

Trade associations

Trade associations differ widely in the extent of their data collection and information dissemination activities. However, it is worth checking with them to determine what they do publish. At the very least one would normally expect that they would produce a trade directory and, perhaps, a yearbook.

Commercial services

Published market research reports and other publications are available from a wide range of organisations which charge for their information. Typically, marketing people are interested in media statistics and consumer information which has been obtained from large scale consumer or farmer panels. The commercial organisation funds the collection of the data, which is wide ranging in its content, and hopes to make its money from selling this data to interested parties.

National and international institutions

Bank economic reviews, university research reports, journals and articles are all useful sources to contact. International agencies such as World Bank, IMF, IFAD, UNDP, ITC, FAO and ILO produce a plethora of secondary data which can prove extremely useful to the marketing researcher.

The information super-highway

Advances in computers and telecommunications technology have combined to allow people around the world to exchange information quickly and inexpensively. The computers of organisations, governments and even individuals can be linked to transmit and receive information through an international network of telephone lines, fibre optic cables and satellites. This international network is commonly known as the Internet.

Chapter Summary

A search of secondary data sources should precede any primary research activity. Secondary data may be sufficient to solve the problem, or at least it helps the reader better understand the problem under study. Secondary data is cheaper and quicker to collect than primary data and can be more accurate.

Before making use of secondary data there is need to evaluate both the data itself and its source. Particular attention should be paid to definitions used, measurement error, source bias, reliability and the time span of the secondary data. Where possible, multiple data sources should be used so that one source can be cross-checked for consistency with another.

A great deal of potentially useful secondary information already exists within enterprises. Typically useful information would be that relating to sales, finance, production, storage and transportation.

Where a serious search of secondary sources is undertaken then the marketing researcher often finds an abundance of relevant material. Searches of printed secondary data should begin with a consultation of referral sources such as directories, handbooks, indexes, and the like.

It will almost certainly become the case, in all parts of the world, that electronic information sources will eventually supersede traditional printed sources. With the advent of Internet and CD-ROM, searches of secondary sources are becoming more efficient and more effective. Computer-based information systems give access to four different types of database bibliographic, numeric, directories and full-text.

Key Terms

Full-text databases
Bibliographic databases
Direct product profitability
Directory databases
External sources
Internal sources
Internet
Measurement error
On-line databases
Numeric databases
Primary research
Secondary research

Review Questions

From your knowledge of the material in this chapter, give brief answers to the following questions:

1. How do Dillon et al. advise researchers to begin their search for secondary data?
2. Name the four types of on-line database mentioned in the textbook.
3. Briefly list the main advantages of secondary data given in the textbook.
4. Why should the reliability of published statistics vary over time?
5. What sort of information would a full-text database contain?
6. Give the full meaning of the abbreviation CD-ROM.

Chapter References

1. Green, P.E. Tull, D.S. and Albaum G (1993) Research methods for marketing decisions, 5th edition, Prentice Hall, p.136.

2. Joselyn, R. W. (1977) Designing the marketing research, Petrocellis/Charter, New York, p.15.

3. Dillon, W.R., Madden, T.. and Firtle, N. H., (1994) Marketing Research in a Research Environment, 3rd edition, Irwin.

Chapter 2: Secondary Sources Of Information (2024)

FAQs

What are the secondary sources of information explain their characteristics? ›

Secondary sources were created by someone who did not experience first-hand or participate in the events or conditions you're researching. For a historical research project, secondary sources are generally scholarly books and articles. A secondary source interprets and analyzes primary sources.

What are the 5 sources of secondary data? ›

Secondary data can be obtained from many sources:
  • censuses and government departments like housing, social security, electoral statistics, tax records.
  • internet searches and libraries.
  • GPS and remote sensing.
  • km progress reports.
  • journals, newspapers and magazines.

What is secondary data PDF? ›

Secondary data analysis which is the term used for the reanalysis of previously collected and analysed data is one of the widely used data collection technique in social science research (Punch:2005). Its use can be traced back to the time of great Social scientists such as Durkheim, Karl Max and Max Weber.

What are the sources of secondary data Class 11? ›

Secondary data is usually gathered from the published (printed) sources. A few major sources of published information are as follows: Published articles of local bodies, and central and state governments. Statistical synopses, census records, and other reports issued by the different departments of the government.

What are the main types of secondary sources? ›

Examples of secondary sources include:
  • journal articles that comment on or analyse research.
  • textbooks.
  • dictionaries and encyclopaedias.
  • books that interpret, analyse.
  • political commentary.
  • biographies.
  • dissertations.
  • newspaper editorial/opinion pieces.

What is the importance of secondary sources? ›

The purpose of secondary sources is to interpret, or explain the meaning of the information in primary sources. Secondary sources help you to understand more about a person's life as well as how and why an historical event happened.

What is the 8 Example of secondary sources? ›

Examples of Secondary Sources:

Textbooks, edited works, books and articles that interpret or review research works, histories, biographies, literary criticism and interpretation, reviews of law and legislation, political analyses and commentaries.

What are the 7 secondary sources? ›

APA Citations (7th ed.): Secondary Sources
  • Periodicals.
  • Books and Reference Works.
  • Edited Book Chapters and Entries in Reference Works.
  • Reports and Gray Literature.
  • Conference Sessions and Presentations.
  • Dissertations and Theses.
  • Reviews.
  • Data Sets and Software.
26 Oct 2022

What are the types secondary data? ›

There are two common types of secondary data: Internal data and External data. Internal data is the information that has been stored or organized by the organization itself. External data is the data organized or collected by someone else.

Why is it called secondary data? ›

Secondary data is research data that has previously been gathered and can be accessed by researchers. The term contrasts with primary data, which is data collected directly from its source.

What are advantages of secondary data? ›

Advantages of Secondary data

It is economical. It saves efforts and expenses. It is time saving. It helps to make primary data collection more specific since with the help of secondary data, we are able to make out what are the gaps and deficiencies and what additional information needs to be collected.

What is secondary data and its methods? ›

Secondary data is data collected by someone other than the actual user. It means that the information is already available, and someone analyses it. The secondary data includes magazines, newspapers, books, journals, etc. It may be either published data or unpublished data.

What are the 5 sources of data? ›

The data which is to be analyzed must be collected from different valid sources.
...
1. Primary data:
  • Interview method: ...
  • Survey method: ...
  • Observation method: ...
  • Experimental method:
8 Jul 2022

What is secondary data Mcq? ›

What is secondary data? data that has already been published. unreliable data.

What is a secondary source explain? ›

A secondary source is one that was created later by someone that did not experience firsthand or participate in the events in which the author is writing about. Secondary sources often summarize, interpret, analyze or comment on information found in primary sources. Common examples of secondary sources include: Books.

What is a secondary source answer? ›

A Secondary Source gets its information from somewhere else or by a person not directly involved in the event. Encyclopedias, textbooks, book reports.

What is not a secondary source? ›

For example, diaries, artwork, poems, letters, journals, treaties, and speeches are all primary sources. Secondary sources are interpretations of primary sources. For example, they can be articles, television documentaries, conferences, biographies, essays, and critiques of a piece of art.

What are 4 secondary sources? ›

Typical secondary sources include:
  • Scholarly Journal Articles. Use these and books exclusively for writing Literature Reviews.
  • Magazines.
  • Reports.
  • Encyclopedias.
  • Handbooks.
  • Dictionaries.
  • Documentaries.
  • Newspapers.
16 Dec 2021

What are the 10 sources of information? ›

In this section you will learn about the following types of information sources:
  • Books.
  • Encyclopedias.
  • Magazines.
  • Databases.
  • Newspapers.
  • Library Catalog.
  • Internet.
27 Sept 2021

What are the examples of secondary sources 3/5 Example *? ›

Secondary source examples
  • Books aggregating information on a specific topic.
  • Educational textbooks.
  • Thesis papers and dissertations.
  • Reviews and critiques of artwork.
  • Biographies (not autobiographies)
  • Reports collecting data from other studies.
  • Nonpersonal essays and editorials.
23 Jun 2022

What are 4 types of sources? ›

Types of Sources
  • Scholarly publications (Journals)
  • Popular sources (News and Magazines)
  • Professional/Trade sources.
  • Books / Book Chapters.
  • Conference proceedings.
  • Government Documents.
  • Theses & Dissertations.
5 May 2022

What are the 4 different sources? ›

Primary, Secondary and Tertiary Sources
  • Primary Sources.
  • Secondary Sources.
  • Tertiary Sources.
  • Primary and Secondary Sources in Law.
10 Nov 2020

What are 3 secondary sources in history? ›

Examples of secondary sources include dictionaries, encyclopedias, books, and journal articles.

Where is secondary data used? ›

Secondary data analysis involves a researcher using the information that someone else has gathered for his or her own purposes. Researchers leverage secondary data analysis in an attempt to answer a new research question, or to examine an alternative perspective on the original question of a previous study.

What is the another name of secondary data? ›

Secondary data (also known as second-party data) refers to any dataset collected by any person other than the one using it.

What are examples of secondary information? ›

Examples of secondary sources are scholarly or popular books and journal articles, histories, criticisms, reviews, commentaries, encyclopedias, and textbooks.

Is secondary data a fact? ›

There are many differences between primary and secondary data, which are discussed in this article. But the most important difference is that primary data is factual and original whereas secondary data is just the analysis and interpretation of the primary data.

What is data in research? ›

Research data is any information that has been collected, observed, generated or created to validate original research findings. Although usually digital, research data also includes non-digital formats such as laboratory notebooks and diaries.

What are the characteristics of secondary data? ›

Below is a list of defining characteristics of secondary sources:
  • Well-researched, vetted, or empirically tested.
  • Provides an analysis of other sources.
  • Adds value to one or more primary sources.
  • Often written from third person point of view.
  • Often contain quotations from eyewitnesses.
  • Include a works cited.
8 Nov 2021

What is secondary research methods? ›

Secondary research or desk research is a research method that involves using already existing data. Existing data is summarized and collated to increase the overall effectiveness of research. Secondary research includes research material published in research reports and similar documents.

What's the best explanation of secondary data? ›

Secondary data means data collected by someone else earlier. Surveys, observations, experiments, questionnaire, personal interview, etc. Government publications, websites, books, journal articles, internal records etc. Always specific to the researcher's needs.

What is the process of secondary data? ›

Secondary data analysis is the process of analyzing data collected from another researcher who primarily collected this data for another purpose. Researchers leverage secondary data to save time and resources that would have been spent on primary data collection.

What is source and its types? ›

There are three basic types of information, primary, secondary, and tertiary, although tertiary sources are sometimes grouped with secondary. Primary sources are original works, secondary sources are analyses of those original works, and tertiary sources are collections of secondary source information.

What is primary data source? ›

A primary data source is an original data source, that is, one in which the data are collected firsthand by the researcher for a specific research purpose or project.

What is data source also called? ›

In computing, a data source name (DSN, sometimes known as a database source name, though "data sources" can comprise other repositories apart from databases) is a string that has an associated data structure used to describe a connection to a data source.

What are the uses of data? ›

Data does not have to be complicated.
...
12 Reasons Why Data Is Important
  • Improve People's Lives. ...
  • Make Informed Decisions. ...
  • Stop Molehills From Turning Into Mountains. ...
  • Get The Results You Want. ...
  • Find Solutions To Problems. ...
  • Back Up Your Arguments. ...
  • Stop The Guessing Game. ...
  • Be Strategic In Your Approaches.

Why are data sources important? ›

The purpose of a data source

Ultimately, data sources are intended to help users and applications connect to and move data to where it needs to be. They gather relevant technical information in one place and hide it so data consumers can focus on processing and identify how to best utilize their data.

What are the 3 most important sources of data? ›

Sources of Data
  • Observation Method.
  • Survey Method.
  • Experimental Method.

What are the two types of research data? ›

Data types and sources

There are two general types of data – quantitative and qualitative and both are equally important. You use both types to demonstrate effectiveness, importance or value.

What are the two sources of data? ›

What are the Sources of Data? Primary and Secondary Data.

What are the characteristics of information sources? ›

In general, information sources tend to be categorized as: popular or scholarly/academic, based primarily on content level, intended audience, and the rigor of the pre-publication review/editing process. primary, secondary, or tertiary, based on immediacy of the author or creator to the content/event.

What are the characteristics of primary and secondary sources of information? ›

Primary sources provide raw information and first-hand evidence. Examples include interview transcripts, statistical data, and works of art. A primary source gives you direct access to the subject of your research. Secondary sources provide second-hand information and commentary from other researchers.

What are the characteristics of primary sources of information? ›

A primary source provides direct or firsthand evidence about an event, object, person, or work of art. Primary sources include historical and legal documents, eyewitness accounts, results of experiments, statistical data, pieces of creative writing, audio and video recordings, speeches, and art objects.

What is the importance of sources of information? ›

Common intended purposes for information sources are: To inform and/or educate. To entertain, inspire or stir up emotion. To sell something or raise funds.

What are the types of source information? ›

Sources of information or evidence are often categorized as primary, secondary, or tertiary material. These classifications are based on the originality of the material and the proximity of the source or origin.

What is the importance of different sources of information? ›

Using a variety of sources can diminish the effects of bias—the preference of one view over another. Bias may prevent objectivity and often leads to an incomplete representation of information. If blatant bias is present in a source, compensate for it with viewpoints from other sources.

How do you identify a secondary source? ›

Typically, secondary sources offer an interpretation of the past based on analysis and synthesis of primary sources.
...
Examples of secondary sources include:
  1. surveys of broad historical periods,
  2. works that focus on specific events or topics,
  3. literary and cultural criticism,
  4. and works on theory and methodology.

Which document is a secondary source? ›

Examples of secondary sources are scholarly or popular books and journal articles, histories, criticisms, reviews, commentaries, encyclopedias, and textbooks.

What are the 10 types of sources? ›

10.3: Types of Sources
  • books and encyclopedias.
  • websites, web pages, and blogs.
  • magazine, journal, and newspaper articles.
  • research reports and conference papers.
  • interviews and surveys.
  • photographs, paintings, cartoons, and other art works.
  • TV and radio programs, podcasts, movies, and videos.

What are three secondary sources? ›

Examples of secondary sources:
  • Bibliographies.
  • Biographical works.
  • Reference books, including dictionaries, encyclopedias, and atlases.
  • Articles from magazines, journals, and newspapers after the event.
  • Literature reviews and review articles (e.g., movie reviews, book reviews)

Why biography is a secondary source? ›

A biography is a secondary source because it collects and interprets primary sources. Even biographies that were written at the time are not a direct account, though the grey area is larger on those cases.

Why is textbook a secondary source? ›

Textbooks are secondary sources since they try to boil down evidence from primary documents from history and present them in a way for students to find major themes or lessons.

Top Articles
Latest Posts
Article information

Author: Kareem Mueller DO

Last Updated:

Views: 6008

Rating: 4.6 / 5 (46 voted)

Reviews: 93% of readers found this page helpful

Author information

Name: Kareem Mueller DO

Birthday: 1997-01-04

Address: Apt. 156 12935 Runolfsdottir Mission, Greenfort, MN 74384-6749

Phone: +16704982844747

Job: Corporate Administration Planner

Hobby: Mountain biking, Jewelry making, Stone skipping, Lacemaking, Knife making, Scrapbooking, Letterboxing

Introduction: My name is Kareem Mueller DO, I am a vivacious, super, thoughtful, excited, handsome, beautiful, combative person who loves writing and wants to share my knowledge and understanding with you.