Working with Data A Guide for Students Eduard Joseph D.P. Robleza 02 July 2009
Jan 13, 2016
Working with DataA Guide for Students
Eduard Joseph D.P. Robleza02 July 2009
Preliminaries Prepare your research question and review
the literature on your topic before thinking about your approach to collecting data.
Your research dictates the type of data—and hence the methods—that you will use.Qualitative vs. QuantitativePrimary vs. Secondary
The quality of your analysis is only as good as that of your data.
Two types of data Primary data
Data you’ll have to collect and process yourselfUsually via surveys, interviews, focused group
discussions, etc.
Secondary dataData that’s been processed and ready to useWidely available through various published or
online resources
Tips
Using Secondary Data Sources:
paper-based sources – books, journals, periodicals, abstracts, indexes, directories, research reports, conference papers, annual company reports, newspapers and magazines, government/official statistics, etc.
electronic sources– CD-ROMs, on-line databases, Internet, videos and broadcasts, etc.
Tips
Using Secondary Data Secondary data may have been collected for
an entirely different purpose than yours:Where did the data come from? Is it current or outdated?Can it be combined or compared with other data
sets? Are they expressed in the same units?How are abbreviations and descriptions defined?
(e.g., What does GRDP stand for? How do the authors define “small” when they describe “small enterprises”?)
Tips
Using Secondary Data Data collected by others can contribute to
your findings considerably:They may be on a much broader scale than you
could hope to collect yourself.Use them in your introduction or review of related
literature (RRL) as support or evidence for your case.
Analyze or re-interpret the data to suit your own purpose (i.e., do comparisons, run correlations, etc.).
Cite your sources properly.
Tips
Using Primary Data Methods of collection:
Surveys/questionnaires – a popular means, but may be difficult and costly to design and implement.
Interviews – usually with key informants; used to gain an understanding of underlying reasons or motivations for attitudes, behavior, or preferences.
Focused group discussions – usually conducted by a trained moderator in a non-structured manner; used to gain insights by listening to respondents from the appropriate target group talk about specific issues of interest.
Tips
Using Primary Data Questionnaires:
Advantages A method in its own right or as basis for interviews Can cover a large number of respondents Avoids embarrassment on the part of the respondent (possible
anonymity) and bias on the part of the interviewer May be relatively cheap, especially if emailed or faxed
Disadvantages Low response rate and incomplete questionnaires Time delays Loss of control over who actually completes the form Design problems (e.g., simplicity and objectivity of questions,
length of questionnaire, coding and encoding, etc.)
Tips
Using Primary Data Questionnaires:
Key considerations: Sampling: Which groups? What size? Types of questions: Closed, open, attitude/preference questions Testing/Pilot survey – also considers rewrites and refinements Distribution and return Encoding
Tips
Using Primary Data Interviews:
Advantages Usually yields more accurate information and good response rates Entails immediate completion Gives opportunities to ask complex, probing questions Can be used to investigate motives, feelings, preferences
Disadvantages Limited by geography, availability of respondents, etc. Normally requires a fixed set of questions May involve respondent bias or embarrassment Requires transcription and interviewer training
Tips
Using Primary Data Interviews:
Key considerations: Interview respondents: purposively selected Appointment: time and venue Props and recording equipment Structured or unstructured (aka in-depth) interviews Tokens for interviewees
Tips
Using Primary Data Keep in mind that you collect the data
yourself, so consider your available time and resources.
The data you collect will be unique to you and your research.
Selected Data Sources
Selected Data Sources
Financial & Monetary Variables Bangko Sentral ng Pilipinas
(http://www.bsp.gov.ph) Money supply indicators (Total Liquidity, M1, M3, etc.) Banking & financial system indicators (Total loans and
assets, non-performing loans ratios, etc.) Selected domestic and foreign interest rates (Policy rates,
reserve requirements, T-bill rates, SIBOR, LIBOR, etc.)
Others: Stock index: PSEi (Philippine Stock Exchange) US Interest Rates (US Federal Reserve)
Selected Data Sources
Fiscal Indicators Bureau of the Treasury
(http://www.treasury.gov.ph) National government cash operations:
Total revenue Tax revenues Total expenditure Interest payments Net cash position (deficit/surplus) Primary surplus
Outstanding debt: Foreign debt Domestic debt Total debt
Selected Data Sources
External Variables Bangko Sentral ng Pilipinas
(http://www.bsp.gov.ph) Exchange rates
Nominal (Php:$, Php:Euro, etc.) Nominal and Real effective exchange rates
Balance-of-payments accounts (Capital and current) International reserves
National Statistics Office (http://www.census.gov.ph) Trade: Merchandise exports and imports OFW remittances (OFW Deployment from POEA)
Selected Data Sources
Prices National Statistics Office
(http://www.census.gov.ph) Core and headline inflation rates Consumer and producer price indices
Others (Commodity prices) Oil: Spot prices, Dubai, Brent, etc. (World Bank) Domestic gasoline, diesel, LPG prices (National Statistical
Coordination Board: http://www.nscb.gov.ph) Minerals: Gold, Silver, Tin, etc. (BSP)
Selected Data Sources
Real Sector & Industries National Statistical Coordination Board
(http://www.nscb.gov.ph) GDP, GNP, growth rates – real and nominal
Disaggregated into either production side (Industries) or demand side (demand: C + I + G + NX)
Industry-specific data: (Economic Indicators) Car, appliance, energy sales Mining production and prices Tourist arrivals
Others (Commodity prices) Monthly Integrated Survey of Selected Industries – NSO Agriculture – Bureau of Agricultural Statistics
(http://www.bas.gov.ph)
Working with DataA Guide for Students