Monday, August 03, 2020
Church scandals have hurt trust in the Georgian Orthodox Church
Posted by
CRRC
at
3:37 PM
0
comments
Labels: Religion
Monday, July 27, 2020
Georgia has a vaccine misinformation problem
Posted by
CRRC
at
5:54 PM
0
comments
Friday, July 24, 2020
Covid 19 and the Georgian Orthodox Church
Posted by
CRRC
at
5:45 PM
0
comments
Labels: Covid 19
Thursday, July 23, 2020
Covid-19 Monitor: New Report on Georgian Public Opinion on the Covid-19 Crisis
- The public’s assessments of the performance of a wide range of institutions became significantly more positive during this period;
- The vast majority of the public approved of the nearly all of the policies that the government implemented during the crisis;
- Between a third and a quarter of the population lost a job during the crisis;
- The majority of households experienced at least some level of food insecurity during the crisis;
- Median household incomes roughly halved during the crisis;
- People tended towards favoring opening up the economy during the crisis to exercising caution;
- There is widespread misinformation around vaccines in Georgia, and belief in misinformation is strongly correlated with whether or not someone would want a vaccine for Covid-19 if one were available six months from now;
- Misinformation was present but not widespread during the crisis. For example, 9% of the public believe that 5G infrastructure spreads the virus;
- Only 4% of Georgian Orthodox Christians attended Easter Liturgy, as opposed to 44% the year prior;
- Few people believe that there will be a second wave of the virus, and there would be less support for implementing restrictions on different freedoms if a second wave took place.
Posted by
CRRC
at
9:32 AM
0
comments
Labels: Covid-19
Tuesday, July 21, 2020
Teachers can be encouraged to report domestic violence — but the authorities must respond
Posted by
CRRC
at
10:24 AM
0
comments
Labels: Gender
Monday, July 13, 2020
Social capital in Georgia: how trust becomes solidified when words are backed up with deeds
- Helped a neighbor or a friend with some household chores or childcare during last 6 months;
- Helped someone to resolve a dispute during last 6 months;
- Helped cleaning public space during last 6 months;
- Did volunteer work without expecting compensation during last 6 months;
- Donated money to a church or mosque during last 6 months;
- Attended a public meeting during last 6 months;
- When you get together with your close relatives and friends, how often do you discuss each other’s private problems?
- Would you approve or disapprove of women of your ethnicity marrying Armenians living in Georgia?
- Would you approve or disapprove of women of your ethnicity marrying Azerbaijanis living in Georgia?
- Do you have a close friend currently living abroad, outside the borders of Georgia?
- Do you have a close relative currently living abroad, outside the borders of Georgia?
- Generally speaking, would you say that most people in Georgia can be trusted, or that you can’t be too careful in dealing with people?
- How much do you trust or distrust banks?
- How much do you trust or distrust NGOs?
- How much do you trust or distrust media?
- How much do you trust or distrust religious institutions?
Posted by
CRRC
at
9:00 AM
0
comments
Labels: Georgia
Monday, July 06, 2020
Georgians’ perceptions about equality at court
Monday, June 29, 2020
The most important issues facing Georgia, prior to the COVID-19 outbreak
Posted by
CRRC
at
8:00 AM
0
comments
Wednesday, June 17, 2020
Coming Together and Growing Apart: A Decade of Transformation in the South Caucasus
Posted by
CRRC
at
1:07 PM
0
comments
Sunday, June 14, 2020
Attitudes towards policing and the judiciary in Georgia
Posted by
CRRC
at
2:15 PM
0
comments
Tuesday, June 09, 2020
Lost in the census: Mingrelian and Svan languages face extinction in Georgia
Posted by
CRRC
at
2:11 PM
0
comments
Monday, June 01, 2020
Are Lion’s Whelps Equally Lions?!
In Georgia, tradition has it that a son stays in the family and is responsible for taking care of his parents in their old age. Consequently, tradition also gives parents’ property to their sons. This limits women’s access to economic resources. New data from Caucasus Barometer shows that regardless of whether people think that a son or daughter or both equally should take care of their parents in their old age, many believe the son should still get the inheritance.
The data shows that people are either for equally distributing the house between sons and daughters or in favor of giving it only to the son. Daughters are rarely seen as the main heirs of the property. About half (52%) of the population believe that the apartment should be given to both children equally. At the same time, almost half of the population (47%) think that son is the main heir. Only 1% think daughters should inherit their parents’ apartment.
In contrast, Georgians overwhelmingly believe in sharing the responsibilities when it comes to caring for their parents. Three-quarters of Georgians believe that children of both genders should equally take care of parents, and twenty percent think that a son should take care of their parents more. Only 6% believe that the primary caregiver should be a daughter.
Most of those respondents (77%) who think a son should take care of his parents believe that property should be given to him. One fifth (21%) are for equal distribution, and only 1% believe that the property should be given to a daughter. Most people (60%) who think that both should equally care for their parents think that property should be distributed equally. Still, 37% think that the son should inherit and 1% that the daughter should. What is more, (55%) of those who believe that daughters should take care of their parents believe that property should be given to the son, while 40% thinks that it should be equally distributed. These numbers, however, should be treated with caution given the small sample of individuals that reported they think daughters should take care of parents in their old age.
Note: Answer options don’t know and refuse to answer are dropped from the analysis. Overall, less than 2% responded with these answer options to either question. The question “Imagine that there are a son and a daughter in a household; and the household only owns one apartment. In your opinion, who should inherit the apartment?” was shortened to “In your opinion, who should inherit the apartment?”
Further analysis shows that women are less likely to say that sons should inherit property than men. Tbilisi residents are less likely to mention that the inheritance should be given to sons than people in rural areas. Those in Tbilisi are also more likely to say that the inheritance should be given to all children equally. Those who have secondary or lower education are more likely to say that a son should inherit property than those with higher education. Moreover, they are less likely to say that all children should inherit property equally.
Note: On the above chart, base categories for each variable are as follows: male, 18-35 age group, should take care equally, rural, ethnic Georgian, and tertiary education. Answer options don’t know, refuse to answer, and other are not included in the analysis.
The data shows that people are either for equally allocating inheritances between their children or giving it only to a son. Most people think that all children should take care of their parents equally despite their gender. Taken together, this shows that gender equality in inheritance still has a ways to go in Georgia.
Note: The above analysis is based on a multinomial logistic regression analysis, where the dependent variable is responses to the question “Who should inherit the apartment: a girl or a boy?” The independent variables are gender, age group, ethnicity, settlement type, education, and conservative index. The data used in the blog is available here. Replication code of the above data analysis is available here.
Posted by
CRRC
at
9:23 AM
0
comments
Labels: Economic Situation, Economy, Gender, Georgia
Monday, May 25, 2020
Why are Georgians nostalgic about the USSR? Part 2
Georgians are equally split in their evaluations of the disintegration of the Soviet Union. While younger, more educated, and wealthier Georgians are more likely to think it was a good thing, those with negative attitudes towards democracy, and those that prefer Russia over the West have more negative feelings. Although respondents named multiple factors to explain their dissatisfaction, these categories can be broken into broader constructs such as economic disarray and the political turmoil occurring after the collapse. This post further explores factors associated with positive attitudes towards the dissolution of the Soviet Union.
In the 2019 wave of the Caucasus Barometer survey respondents were asked why they thought the collapse of the Union was a good or bad thing. About four-fifths of those who believe that the dissolution was a positive thing (41%) for Georgia did so, because the country earned its independence. Fewer respondents picked options related to ethnic identity such as better opportunities for sustaining language and culture (8%) or improved chances for a flourishing national culture (6%). Yet another broader category consisted of answer options related to civil liberties such as freedom of speech (7%), human rights (7%), freedom of doing business (3%), and access to consumer goods (1%).
Looking closer at the demographic characteristics of respondents, age and socio-economic status are good predictors of endorsement of the dissolution of the Soviet Union as a positive thing. Those with higher educational attainment are more likely to pick categories related to the country’s independence as an explanation for why the collapse was a positive event. Relative to those in Tbilisi, rural Georgians are less likely to name categories related to civil liberties.
Importantly, attitudes towards democracy and foreign policy preferences are associated with respondents’ endorsement of collapse of the Soviet Union. Respondents who think that democracy is preferable over other political systems are about seven times more likely to pick the identity category as a reason why the collapse was a positive event, controlling for other factors. They also are more likely to name national independence and liberties than other respondents. Respondents saying that Georgia is a democracy are fifteen times more likely to select categories related to identity, twice as likely to name independence, and ten times more likely to choose liberties as an explanation for their positive assessment of the collapse.
Those with pro-western attitudes have the highest probability of assessing the dissolution of the Soviet Union as a positive event. Such respondents are seven times more likely to identify categories related to national identity as a main reason behind their endorsement, almost four times more likely to choose independence, and about twelve times more likely to name liberties than those who are not pro-western.
Positive attitudes towards the dissolution of the Soviet Union are associated with socio-economic status and age. Those with higher educational attainment, more wealth, and younger people are more likely to evaluate the collapse positively. Similar to factors associated with nostalgia, positive assessment of the dissolution of the Soviet Union is highly correlated with feelings towards democracy and Western-leaning foreign policy preferences.
These blog posts have looked at factors associated with both positive and negative attitudes towards the dissolution of the Soviet Union. The data are consistent with the “winners and losers of transition” proposition as well as the political hypotheses explaining Soviet nostalgia. Those groups who would be expected to be losers of transition, such as less educated and poorer respondents are more nostalgic while respondents with higher socioeconomic status view the dissolution of the Soviet Union as a positive thing. As the political hypothesis of explaining nostalgia goes, Georgians with skeptical views on democracy are more likely to be nostalgic and vice versa. In short, both Georgian Ostalgie and anti-nostalgia reflect the long and winding road the country took through its post-Soviet transition.
Posted by
CRRC
at
9:09 AM
0
comments
Labels: Caucasus Barometer, Georgia, Soviet Union
Monday, May 18, 2020
Why are Georgians Nostalgic about the USSR? Part 1
Several surveys in recent years suggest that close to half of the Georgian public considers the dissolution of the USSR a bad thing. After nearly 30 years since gaining independence, why do so many Georgians look back with nostalgia towards the Soviet Union? Reasons for Soviet nostalgia in other contexts are usually associated with how people experienced transition from state socialism to capitalism. The economic hypothesis explaining nostalgia argues that a perception of being part either “a winner” or “a loser” of the transition is associated with nostalgic feelings towards the Soviet Union. Other hypotheses introduce politics into the equation. According to this explanation, those who reject democracy on ideological grounds are more likely to be nostalgic as are those who think that democratic institutions are too feeble in delivering state services. Are these explanations true for Georgian Ostalgie? This series of blog posts explores these and other potential explanations to Soviet nostalgia.
The 2019 Caucasus Barometer survey asked respondents whether the dissolution of the USSR was a good or a bad thing, as well as the reasons why. Respondents were considered nostalgic if they reported that the dissolution was a bad thing. However, it is worth keeping in mind the exact wording of the question when reading the analysis. Overall, 42% of the public think that the dissolution of the USSR was a bad thing, and a statistically indistinguishable share (41%) report it was good, leaving about 16% who were not sure.
When it comes to why it was a bad thing, by far, the most common reason is that respondents believe that people’s economic situation has worsened. And they’re not necessarily wrong.
Georgia had a particularly difficult economic transition during independence. Overall purchasing power is much higher today than before the transition, however, it only recovered to pre-transition levels in 2006 according to World Bank data.
At the same time, average purchasing power hides the high levels of economic inequality in Georgia. Inequality increased from an estimated GINI of 0.313 in 1988 to 41.3 in 1998. In 2018, it stood at 37.9 according to the World Bank data. Concomitantly social services were cut.
This likely explains why a majority of respondents that are nostalgic report that the economic situation has worsened to explain why they think the dissolution of the Soviet Union was a bad thing. The fact that some respondents directly cite a lower number of workplaces as a reason for believing that the dissolution was a negative thing, attests to this. The second most common reason is related to the conflicts that followed independence and the lost territories.
What sets nostalgic Georgians apart? A logistic regression model looking at attitudes towards democracy, Russia, political party preferences, and a number of demographic measures suggests a number of characteristics. Age is an important predictor, with older people being considerably more nostalgic.
Education also appears important, as individuals with more education are less likely to be nostalgic. Wealth has a less clear role, appearing only slightly relevant for overall attitudes, and more relevant when we look at those citing economic reasons for their attitude. This suggests that those who regret the dissolution of the USSR are those who suffered the most during the transition. This also suggests that as the economy improves and newer generations come of age, nostalgia towards the USSR may decline.
While age, education, and wealth are relevant, they are not the only factors. Attitudes towards democracy and towards Georgia’s orientation to Russia also seem to separate nostalgics from non-nostalgics. Those who believe that Georgia should forego NATO and EU membership in favor of closer ties to Russia as well as those who think that Georgia is not a democracy and that democracy is not necessarily the best form of government, are more likely to also believe that the dissolution of the USSR was a negative thing.
Similar patterns emerge when disaggregating the reasons for nostalgia, with wealth being more relevant for those who mentioned the worse economy as a reason for nostalgia. Interestingly, feeling close to a particular political party does not seem to be relevant for these attitudes, once other factors are held constant. One exception is when looking at identity-related responses for the attitudes. Respondents who feel close to pro-western opposition parties are less likely to believe that the dissolution of the USSR was a bad thing because ties with other nationalities became less common, travel to other former Soviet Republics became harder, or for people judging each other because of their identity. Ethnic minorities in Georgia are more likely to report these reasons than ethnic Georgians.
Nostalgia towards the USSR seems to be primarily related to an individual’s experience of the transition, and their current attitudes towards democracy and Russia. This connection might suggest that skepticism towards democracy and the West is related to individuals’ experiences of the transition. However, more direct analysis of attitudes towards democracy is needed to test this idea.
The next blog post looks at the characteristics of Georgians who view the dissolution of the USSR positively.
Note: The above analysis is based on a set of logistic regression analyses. Respondents were considered nostalgic if they believe that the dissolution of the USSR was a bad thing. Besides this, additional analyses grouped together the reasons respondents gave for their first answer to the question “Has dissolution of the Soviet Union been a good or a bad thing for Georgia?” The economic group consisted of respondents reporting worsening economic situation and a declining number of workplaces as a reason. The conflict group consisted of respondents reporting the war with Abkhazia and South Ossetia, the Georgian civil war, and lost territories as reasons. The inequality group consisted of respondents who reported the privatization of social services, and the increasing gap in wealth between rich and poor as reasons. The identity group consisted of respondents who reported severed ties with friends and relatives, increases being judged due to identity, and more difficult travel to other former Soviet republics as reasons.
The independent variables are a positive attitude towards democracy, the belief that Georgia is a democracy, support for foregoing EU and NATO membership in favor of closer ties to Russia, distance of the respondent to Abkhazia and South Ossetia, ethnicity, party support, age, sex, type of settlement (capital, other urban, rural), employment status, wealth, and education. The data used in the blog is available here. Replication code of the above data analysis is available here.
Posted by
CRRC
at
8:34 AM
0
comments
Labels: Caucasus Barometer, Georgia, Soviet Union
Monday, May 11, 2020
AI and Russian propaganda: it’s not what it looks like
[Note: This article was originally published in the On Think Tanks Annual Review. It was written by David Sichinava and Dustin Gilbreath. David Sichinava is the Research Director of CRRC Georgia. Dustin Gilbreath is the Deputy Research Director of CRRC Georgia and the Communications Manager at Transparify. The views presented in this article do not reflect the views of East West Management Institute, USAID, or any related entity.]
In the think tank world, talk about artificial intelligence (AI) is common. Using it is less common. One of the underlying causes of this may be a perceived lack of familiarity with the methods. However, AI methods – including machine learning – are probably more familiar to many thinktankers than they realise. The Russian Propaganda Barometer project, recently conducted by the Caucasus Research Resource Centers (CRRC) Georgia, demonstrates the potential of these tools in think tanks for policy insight – particularly relating to discourse analysis, and developing targeting strategies.
Artificial intelligence and machine learning are more familiar than thinktankers think
To say that artificial intelligence in general, and machine learning algorithms specifically, is a dramatically changing industry would be an understatement. From optimising electricity usage in factories to deciding which advertisement to show you online, algorithms are in use all around us. In fact, algorithms have been shaping the world around us for decades.
The think tank and social science worlds are no exceptions to this. Indeed, most policy researchers will be familiar with, if not users of, algorithms like regression. Notably, this is a common tool in the machine learning world as well social science research.
Hopefully, knowing that regression is part of the machine learning toolbox will make it clear that machine learning is less foreign than many thinktankers may think.
While regression is one method in the machine learning toolbox, there are others. Although these methods are not new, this larger toolbox has only become commonly used in recent years as big data sets have become more available.
For many products and problems, machine learning solutions might be improvements on existing think tank practices. This is particularly true when it comes to developing a targeting strategy for programming, monitoring, or anything that focuses on understanding discourses.
The Russian Propaganda Barometer Project
CRRC Georgia implemented the Russian Propaganda Barometer project, funded by USAID through the East West Management Institute in 2018-2019. The project aimed to understand and monitor sources of Russian propaganda in Georgia, and to identify who was more or less likely to be vulnerable to the propaganda.
To monitor Russian propaganda, CRRC took all of the posts from public Facebook pages of potential sources of Russian propaganda (around 50,000 in total) in the Georgian language as identified by two other organizations working on the issue in addition to several pages missing from their lists. These posts were then analysed using natural language processing tools such as sentiment analysis. Network analysis was also conducted to understand the interlinkages between different sources.
One of the key insights from the project is that most of the sources of propaganda identified were in fact from far right organisations. While some of these are likely tied to Russia, an analysis of how they talked about the West and Russia suggests that most actually have more negative attitudes towards Russia than the West.
The analysis also called attention to the sharp rise in interest in the far right in Georgia. The number of interactions with far-right pages had increased by roughly 800% since 2015. While overall increasing internet use in the country likely contributed to this, it seems unlikely to be the only cause of the rise.
The results were presented in this dashboard, as well as a more traditional report. It enables users to see what the far right is talking about on a daily basis, and networks between different groups, among other metrics.
The project also aimed to inform a targeting strategy on countering anti-Western propaganda. To do so, we merged data from approximately 30 waves of CRRC and National Democratic Institute surveys that asked about a variety of preferences. From there, a ‘k-nearest neighbours’ algorithm was used to identify which groups had uncertain or inchoate foreign policy preferences. This algorithm basically identifies how similar people are based on whatever variables are included in the algorithm. Based on similarity, a prediction is then made about whatever outcome is of interest. This led to an algorithm that provided accurate predictions about two thirds of the time as to whether someone would be more or less likely to be influenced by Russian propaganda. Further research showed that the algorithm was stable in predicting whether someone was at risk of being influenced, using data that did not exist at the time of the algorithm’s creation.
The data analysis, while cutting edge in many respects, is not beyond the means of many quantitative researchers. Neither of us have MAs or PhDs in statistics: David is a geographer and Dustin is a political scientist.
While the Russian Propaganda Barometer addressed the research goals, we’d like to highlight that AI is no panacea. For the project’s success, we combined traditional think tank analysis of the situation in Georgia with AI to generate new insights.
The Russian Propaganda Barometer project is just one type of application of machine learning to policy research. There is good reason to believe more and more policy researchers will use these methods given their ubiquity in the modern world, together with the increasing availability of the large datasets needed to study these issues. We hope that the Russian Propaganda Barometer project can serve as food for thought for others in service of this goal.
Posted by
CRRC
at
8:10 AM
0
comments
Labels: Far-right, Georgia, Machine Learning, Propaganda, Russia