Does our algorithm still work?
In essence, this was done to see whether it is possible to guess a person’s foreign policy preferences using the aforementioned variables. The model successfully predicted people’s status 64% of the time, as described in this policy brief. This was a nine percentage point improvement over always guessing the most common status.
But, as is well known, social scientists can play around with data to make themselves look good. In this regard, one way of understanding how well a model works is whether it can predict observations that are inaccessible to the researcher at the time of the development of the model i.e. does the model make accurate predictions about people it does not yet have information about?
To test the model, CRRC-Georgia used the same algorithm to predict people’s status on the December 2018 and April 2019 NDI survey. Neither dataset was available to the researcher at the time the model was developed.
The results suggest the model works in near identical form, predicting 65% of responses accurately. As in the policy brief, the new data suggest that people in predominantly ethnic minority settlements, people with lower levels of education, and older people are significantly more likely to be at risk of being influenced by anti-Western propaganda in Georgia.
These results lead to a number of conclusions. First, the model does appear to work. In essence, it can guess someone’s foreign policy position correctly two thirds of the time if you know the type of settlement they live in, age, and education level. Second, it re-affirms the recommendation in the policy brief that people working towards countering anti-Western propaganda in Georgia should prioritize working with ethnic minority communities; people who are not so young; and those with lower levels of education. At some level, these groups are relatively difficult for NGOs to reach. NGOs often focus on working with young people and the highly educated. Moreover, NGOs rarely have the capacity to work in Armenian and Azeri communities, aside from the organizations from those communities.
Despite the challenge in reaching these populations, the need is clear, and if Georgia is to prevent anti-Western propaganda from dividing society actors should work to counter Russian propaganda efforts among these groups.
The views expressed in this blog post do not represent the views of EWMI, USAID, or any related entity.
Replication code for the above data analysis is available here.
Interview by Dustin Gilbreath
By: Dustin Gilbreath
CRRC’s third annual Methodological Conference: Transformations in the South Caucasus and its Neighbourhood
შიდა მიგრაცია საქართველოში: რა ვიცით მის შესახებ CRRC-ის კავკასიის ბარომეტრის მონაცემების საფუძვლეზე?არსებული შეფასებების თანახმად, მსოფლიო მასშტაბით შიდა მიგრანტთა რაოდენობა ბევრად აღემატება საერთაშორისო მიგრანტთა რაოდენობას. სამწუხაროდ, საქართველოში ძალიან ცოტა მონაცემი არსებობს შიდა მიგრანტების რაოდენობისა და მათი გეოგრაფიული განაწილების შესახებ. საქართველოს სტატისტიკის ეროვნული სამსახურის შინამეურნეობების ინტეგრირებული გამოკვლევები რეგულარულად აგროვებს ინფორმაციას ქვეყანაში შიდა მიგრაციის შესახებ. სახელმწიფო სერვისების განვითარების სააგენტო კოორდინაციას უწევს მოსახლეობის რეგისტრაციას საცხოვრებელი ადგილის მიხედვით.
By Till Bruckner
By Nino Zubashvili
By Dustin Gilbreath
In terms of the business findings, CRRC's Media Survey (undertaken in September/October 2009) generated extensive data that is available to help media make good business decisions. One recent presentation, summarized here, focused on showing the diversity of data that is available.
Food Safety in Georgia: views from retailers, producers and consumers in Tbilisi and Samtskhe-Javakheti
Book Review | The Post-Soviet Wars: Rebellion, Ethnic Conflict and Nationhood in the Caucasus | Christoph Zürcher
Brookings Index of Regime Weakness | State Rebuilding or State Collapse in the Caucasus | The Annals of Data
Here are some basic tips and tricks we found useful.
Book Review: Georgia Diary: A Chronicle of War and Political Chaos in the Post-Soviet Caucasus | Thomas Goltz
Visa liberalization: How much do people in Georgia know about the conditions of visa-free travel to the EU?
CRRC’s previous blog posts have shown that the population of Georgia had rather moderate expectations of the recent visa liberalization with the Schengen zone countries, especially when it comes to the question of how much ordinary people will benefit from it. Europe Foundation’s latest survey on Knowledge of and Attitudes towards the European Union in Georgia, conducted in May 2017, provides a more nuanced understanding on how people in Georgia feel about this process and to what extent they are familiar with the conditions of visa liberalization.
Visa liberalization: How much do people in Georgia know about the conditions of visa-free travel to the EU?CRRC’s previous blog posts have shown that the population of Georgia had rather moderate expectations of the recent visa liberalization with the Schengen zone countries, especially when it comes to the question of how much ordinary people will benefit from it. Europe Foundation’s latest survey on Knowledge of and Attitudes towards the European Union in Georgia, conducted in May 2017, provides a more nuanced understanding on how people in Georgia feel about this process and to what extent they are familiar with the conditions of visa liberalization.
Taking partly free voters seriously: autocratic response to voter preferences in Armenia and GeorgiaDo voters in less than democratic contexts matter or are elections simply facades used to create a veneer of democratic accountability for domestic and international actors? Within the Autocratic Response to Voter Preferences in Armenia and Georgia project, funded by Academic Swiss Caucasus Net, CRRC-Georgia and CRRC-Armenia aimed to help answer this question, at least for Georgia and Armenia. On October 27, Caucasus Survey published the results of the project in a special issue, available here.
What are young people’s values and how are these different from older generations’ values in Georgia?As Georgian society is going through social and cultural changes, it is important to understand people’s beliefs and values. Comparing the values of young people to those of the older generations is also important. This blog post summarizes the findings of a study that examined the values of young people aged 18 to 25, and analysed how these values are different from the values of older people in Georgia, based on both quantitative (World Values Survey, 2014) and qualitative data (40 in-depth interviews conducted in 2016). The study looked at values, perceptions, attitudes and tolerance towards different minority groups in Georgia. It concludes that in many cases, the younger generation shares more modern views and values, while the older generations are more inclined to support traditional values and hold conservative points of view.
In the December 2017 CRRC/NDI survey, pollution was the second most commonly named “infrastructural” issue, with 23% of the population choosing it in the respective show card. Only roads were named more often, by 33%. Approximately equal shares of men and women named pollution: 25% of women and 20% of men; similarly, there was no difference in the frequency of naming this issue by age.
The Caucasus Barometer survey regularly asks people, “Which of the following statements do you agree with: “‘People are like children; the government should take care of them like a parent’ or ‘Government is like an employee; the people should be the bosses who control the government.’” Approximately half of the population of Georgia (52%) agreed in 2017 with the former statement and 40% with the latter. Responses to this question have fluctuated to some extent over time, but overall, attitudes are nearly equally split.
But what do people want?
Georgians are enthusiastic in supporting the country’s accession to the European Union. Since 2012, when the National Democratic Institute (NDI) and CRRC-Georgia started tracking attitudes, three quarters of Georgians approved of the government’s goal of joining the EU, on average. What motivates Georgians to support the Union, or alternatively, to abandon support? A survey experiment included in the latest CRRC/NDI poll suggests potential economic burdens have a modest yet significant effect on support for membership. Results do not support the common belief that a potential military threat from Russia dampens Georgians’ support for the EU.
CRRC-Georgia investigates who is more susceptible to Russian-pushed conspiracies surrounding Georgia’s US-funded Lugar Centre.
In Georgia, a conspiracy about the US-funded Richard Lugar Centre for Public Health Research in Tbilisi has recently gained traction. As CRRC-Georgia’s USAID-funded research shows, Georgia’s far-right groups eagerly picked up on this conspiracy and blamed the centre for the seasonal flu outbreak in early 2019.
While many things could divide the public, what do the people think and which groups report more and fewer sources of division? The April 2019 NDI-CRRC poll suggests that there are fewer perceived reasons for division in rural areas and among ethnic minorities.