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Results
Figure 2 shows the output of ForecastPro for expenditures in restaurants  
and hotels (RH).
Figure 2. Restaurant and Hotel expenditures, historical and forecasted.
Another estimator for tourism is the number of non-residents at Geor-
gia’s borders. The history of this series and a 5-year forecast is shown below.
The growth rate exceeds that of RH expenditures.
Figure 3. Non-resident arrivals at Georgia’s borders, historical and
forecasted.
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Caucasus Journal of Social Sciences
Con idence Limits
Forecasts
Con idence Limits
History
Con idence Limits
Forecasts
Con idence Limits
History


Alternative scenario forecasts for tourism in Georgia are shown here for
2013.
Conclusion
The tourism study, as well as the current literature, strongly suggest that
judgmental methods may improve the accuracy of forecasts when combined
in an orderly way with statistical forecasts. Scenario scripting is an effective
way to forecast under conditions of a high degree of uncertainty.
Recommendations for Further Research
Continuing research is needed in the application of forecasting method-
ologies in the countries of the former Soviet Union.
In light of skepticism regarding the reliability of data provided by gov-
ernments of nations in transition, more research is needed in verifying the
reliability of sources.
Further research is needed in forecasting under the conditions of great
uncertainty that prevail in economies affected by unstable relations with near
neighbors and internal opposition.
The “Tourist Trauma Trough” should be studied in greater detail in order
to understand the depth and duration of periods of lost income in a variety of
situations.
More research is needed in combining both methods of forecasting and
results from different sources using the same method. Combining statistical
and judgmental forecasts, in particular, needs more attention.
Forecasting accuracy in economies and sectors in post-Soviet states
needs to be monitored and analyzed over time.
Further research in tourism demand forecasting is needed in nations in
transition from authoritarian systems to open societies. Narayan (2003),
however, concludes his extensive literature review with the comment that
“…the tourism demand literature must be viewed with caution…” (p. 377).
There is an almost complete absence of research in the area of return-on-
investment in tourism in the post-Soviet space. This is a most fertile area for
further study.
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Caucasus Journal of Social Sciences
Best
Middle
Worst
Case
Case
Case
(B)
(M)
(W)
Expected Value Factor
1.20
1.00
0.07
Statistical Forecast RH (mil GEL)
524
Adjusted Forecast RH (mil GEL)
891
524
37
Statistical Forecast B (000 persons)
2,226
Adjusted Forecast B (000 persons)
2,671
2,226
156


References
Armstrong, J. S. (2006). Findings from evidence-based forecasting: Meth-
ods for reducing forecast error. International Journal of Forecasting, 22(3),
583-598.
Armstrong, J. S. (1999). Introduction to paper and commentaries on the
Delphi technique. International Journal of Forecasting, 15, 351-352.
Armstrong, J. S. (1989). Combining forecasts: The end of the beginning
or the beginning of the end? International Journal of Forecasting, 5, 585-588.
Makridakis, S., & Hibon, M. (1979). Accuracy of Forecasting: An Empirical
Investigation Journal of the Royal Statistical Society. Series A (General), 142(2),
97-145
Raupp, E. R. (2009). Why do we need forecasts? The Georgia Forecast.
Retrieved July 13, 2009, from http://tgf.ge.
Raupp, E. R., & Apkhazava, N. (2009). Lifting the veil: Forecasting tourism
in post-Soviet Georgia. International Symposium on Forecasting, June 21-24,
Hong Kong.
Stellwagen, E. A., & Goodrich, R. L. (2008). ForecastPro user’s guide. Bel-
mont, MA: Business Forecast Systems, Inc.
Taleb, N. N. (2007). The black swan: The impact of the highly improbable.
New York: Random House.
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Caucasus Journal of Social Sciences


Energy Security Aftermath of Russo-Georgian War: 
Implications for South Caucasus
Kornely Kakachia
PHD in Politics
ince the collapse of the Soviet Union, the Caspian Sea and South
Caucasus has become the focus of considerable international at-
tention, primary because it is one of the oldest and potentially rich-
est oil and gas producing areas in the world.  The August 2008
Russian invasion of Georgia and the unilateral recognition of the
independence of Abkhazia and South Ossetia fundamentally
changed the situation in the region. The war has created a new
strategic situation.
And the question is now how to handle this delicate situation
in a strategically and geopolitically important region. So by con-
trolling Georgia (in case Russia reaches abovementioned aims),
Russia actually will be able to cut off Central Asia and Caspian re-
sources. It means Russia would be able to isolate and cut off Azer-
baijan and Central Asian countries and it will significantly
strengthen its energy monopoly over Europe with all results out
coming from that fact. So it’s about a major shift in the energy pol-
icy and a major shift in geopolitics based on this energy policy and
Russian energy monopoly. The August war in Georgia demon-
strated some risks associated with the functioning of the transit
energy corridor in the southern Caucasus. It also demonstrated the
need for broader security guarantees for a region that is vital to
European and global energy security. This paper deals with eco-
nomic damage inflicted by the Russo-Georgian war in South Cau-
casus and its implications for regional security.
S
S
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Caucasus Journal of Social Sciences


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