Secondary data IA's
Secondary data IA's
In ESS you don't have to collect primary data from a lab or fieldwork for your IA. You may collect data from a reliable and reputable website instead. This is known as secondary data generation. I only add reputable ones to this site so use these
Context Section (6 marks)
Some people think (I mean ESS teachers) that it is hard to score well using secondary data. This doesn't have to be true as long as you don't fall in to some of the common traps other students do. The most important thing to establish is a relevant, coherent and focused research question. You can't just start finding data on the websites below without a good understanding of what you want to achieve. In order to do this you must have a face to face session with me so you can be confident in your IA choice. Here is Malik's IA which score 22/30. You can have a read through this to see what a good (but not perfect) IA looks like
Throughout your IA you should use your checklist wisely to make sure you have all the elements needed for a good IA score
Global Data banks
Here are all the great data websites - they should provide you will all the information you need to complete your IA
Search on this database for global issues data such as poverty, disease, hunger, climate change, war, existential risks, and inequality. Our World in data is an online scientific publication that works on making progress against the world’s largest problems by providing research and data about it. The publication is a collaborative efforts between researchers of University of Oxford and non-profit organization Global Change Data Lab.
Information on food and agriculture/fisheries (topic 4/5)
search world and country specific supply and demand data of commodities -- maize, wheat, rice, and soy bean.
agriculture production, emission, economy, land use, and forestry.
Food and Agriculture Infographics
information about various topics in agriculture such as forest, agriculture child labor, land and indigenous people, biodiversity, food, livestock, etc.
Global Food and Agriculture Data
statistics of water resources and management, fishery and aquaculture, food consumption behaviour, domestic animals, and genetic modified plants
rice related data.
The State of World Fisheries and Aquaculture 2018
extensive data related to world fisheries and aquaculture such as fish capature, global fishing trend, aquaculture production, fising employment, etc.
Energy and Climate Change (topic 7)
the latest statistics on renewable energy.
International Energy Agency Data and Statistics
data related to energy such as supply and consumption, import/export, waste, and carbon emission. Data avaialbe can be filtered by energy type i.e. natural gas, coal, etc.
data about petroleum.
WTO Data portal contains statistical data related to WTO issues. (WTO is an intergovernmental organization that is concerned with the regulation of international trade between nations.)
BP Statistical Review of World Energy 2019
exhaustive statistics on world energy from the one of the world's seven oil and gas "supermajor companies", BP.
Biodiversity and general data sources
descriptive statistic on the current state of the forests in the world.
summarised statistics of global forest lost.
raw data on forest change, land cover, land use, climate, and biodiversity of a specific country.
Facts and Figures on Biodiversity
Click here to read a descriptive statistics on current world biodiversity.
Global Footprint Network Open Data
Click here to search data related to ecological footprint.
Air Pollution (topic 6)
Methodology
The method section is a set of instructions that can be followed by someone else so they can repeat what you have done to get the same or similar data. For secondary data collection it should look something like this
To collect data for (x) go to the following website www.______.com
countries will be selected after being ranked from lowest to highest GDP per capita, then every 10th country will be selected for sampling
collect data on gdp per capita for the countries selected through the systematic sampling method detailed above
repeat this data collection for two additional websites (list them) and record in the table 1
If there is no data available for a selected country the country below this will be selected
to collect data for (y) go to the following website
record the data in table 1
repeat for the following websites
once data collection has been finalised average, standard deviation, anomalies and further r squared correlation coefficients will be calculated.
The highlighted sections below give a model for a highly scoring secondary data IA
Justification of methodology
Ethical and risk assessment
Use three reliable websites to collect your data if possible - this will decrease the risk of unreliable data.
Safety: Screen time - not spending too much time at the computer - take regular breaks and stand up stretch - wear a visor to reduce glare and headaches.
Results, analysis and conclusion section (6 marks)
Make sure you have a clear section named results, analysis and conclusion and see the checklist to see what you have to include
normally you will calculate average, standard deviation and a r squared correlation coefficient if you are looking at correlation
like this:
Phrases to Use
This study found that...
The results should be interpreted with caution...
Findings from this study should be considered in light of several limitations.
Many/several variables that could contribute to this research were not accounted for as...
The data supports / does not support the hypothesis because...
Although the data shows a correlation / indicates support for...
There is strong / weak support for the conclusion as...
The data supports a conclusion that
More data is needed to provide support for this initial conclusion.
The reliability of the data is high / low due as shown by the low / high standard deviation of each mean.
Supporting Conclusions with Statistics
The standard deviation bars overlap and therefore there is too much variation in the data to draw a strong conclusion.
The standard deviation bars do not overlap suggesting confidence in the reliability of the data.
The correlation between the two variables is strong with an R2 value approaching 1.
The correlation between the two variables is weak / does not exist as the R2 value is low, approaching 0.
The t-test at 95% confidence supports the hypothesis that there is a significant difference between the two [locations].
There is a negative / positive correlation between x and y. As the x becomes [warmer] the y decreases. This is supported by a Pearson coefficient R2 value of 0.3 which indicates a weak correlation, however with further statistical analysis, using the Spearman Rank coefficie
Discussion and Evaluation
You should use the following 4 subheadings for this section.
Evaluation of conclusion
start with the research question and answer it clearly - "the evidence presented in this investigation support/do not support the hypothesis. There is evidence to suggest a there is a correlation between x and y. AND - how does is it link to the environmental issue - what light does it throw onto the subject
Evaluation of method; You must mention strengths and weaknesses of method and limitations
Modifications to method; show how you could address each weakness with an improvement to the method
Further research: Explain what else could be studied and what research should be done to improve the understanding of the EI more
There are 3 aspects in this section
evaluates the conclusion in the context of the environmental issue
discusses strengths, weaknesses and limitations within the method used
suggests modifications addressing one or more significant weaknesses with large effect and further areas of research.
What is the examiner looking for in the evaluation?
evaluation of the conclusion with respect to the RQ and EI
Discussion: strengths, weaknesses and limitations of the method
Evaluation of the investigation
proposed modifications
You have to discuss and evaluate the conclusion separately from stating them in the RAC. You must start with the original RQ then see if secondary data/research to support/refutes the conclusion. Is there evidence to suggest the conclusion is in agreement with what else you have read. Is the conclusion surprising? Are there reasons why?
2. Strengths and weaknesses and limitations
What is the examiner looking for in the evaluation?
a discussion of strengths - this might be general or refer to specific parts that worked well.
discussion of the reliability of the data
identification of weaknesses in the method
the evaluation of the relative impact of a weakness in the investigation
If you only address practical issues by saying just carrying out the procedure better, then you can only get a maximum 4. If you only give one element of strengths, weaknesses and limitations is completely missed out then the maximum is a 4 in this aspect. So give strengths, weaknesses and limitations.
3. Modifications and further research
What is the examiner looking for in the modifications and further research section?
suggestions of modifications
Focus on one or two significant issues
Further areas of research
Suggestions modifications/further research should be precise, focused and relevant to the investigation. You must discuss how the modifications you suggest might bring the experimental results closer to what is expected.
so;
suggest a modification that is related to one of the weaknesses you have identified
then say how this modification will contribute to the reliability, precision and accuracy of the results
do this for two modifications
The further research suggested should follow on from the research in a meaningful way and go beyond the original method of investigation to show how it will enhance understanding of the EI or RQ
Here is what the examiner said about the Malaysian stream investigation; this only scored a 3 so the weakest part of the investigation.
" Discussion is more a link to, a continuation or repetition of the CXT. Very little connection between the conclusion and the EI. No strengths, weaknesses/limitations described. Suggests modifications and further areas of research. No strengths so max 4 in that band; in 1-2 for modifications, and further research is weak. Overall a 3"