Links between Knowledge Variables and Development Variables
Three key variables serve as proxies for each Knowledge Economy pillar: Economic Incentive and Institutional Regime, Education, Innovation, and Information & Communications Technology (ICT).
Knowledge Index (KI) is the simple average of the normalized country scores on the key variables in three pillars - education, innovation and ICT. Knowledge Economy Index (KEI) measures performance on all four pillars.
The scorecards demonstrate comparative performance - the variables are normalized on a scale from 0 to 10 relevant to four possible comparison groups - all countries, region and income groups (Table 2).
If a country performs worse over time on a certain normalized variable, this may be because it actually has lost ground in absolute terms, or improved slower than the comparative group (Table 3).
For the Arab countries, the most recent data about the Knowledge Economy Index shows the existence of a different pattern compared to the state of affairs in the EEE region (Table 4).
While in the EEE region, the countries have almost the same performances in terms of knowledge economy indicators, in the Arab countries the degree of homogeneity is significantly lower. Thus, a country like Israel is similar to Estonia, ranked on the first place in EEE region according to these indicators, while most of the Arab countries have very low values for knowledge economy variables.
One way to assess the relationship between the knowledge economy indicators and economic
Table 2. Knowledge economy variables for EEE region
| Country | KEI | KI | Economic Incentive Regime | Innovation | Education | ICT |
| Estonia | 8.40 | 8.26 | 8.81 | 7.75 | 8.60 | 8.44 |
| Czech Republic | 8.14 | 8.00 | 8.53 | 7.90 | 8.15 | 7.96 |
| Hungary | 8.02 | 7.93 | 8.28 | 8.15 | 8.42 | 7.23 |
| Slovenia | 8.01 | 7.91 | 8.31 | 8.50 | 7.42 | 7.80 |
| Lithuania | 7.80 | 7.68 | 8.15 | 6.82 | 8.64 | 7.59 |
| Slovak Republic | 7.64 | 7.46 | 8.17 | 7.30 | 7.42 | 7.68 |
| Latvia | 7.41 | 7.15 | 8.21 | 6.56 | 7.73 | 7.16 |
| Poland | 7.41 | 7.20 | 8.01 | 7.16 | 7.76 | 6.70 |
| Romania | 6.82 | 6.63 | 7.39 | 6.14 | 7.55 | 6.19 |
| Bulgaria | 6.80 | 6.61 | 7.35 | 6.94 | 6.25 | 6.66 |
Source: World Bank
Table 3.
Knowledge economy index comparison group: All, the most recently calculated with reference year 1995| Country | KEI | Economic Incentive and Institutional Regime | Innovation | Education | ICT | |||||
| Recent | 1995 | Recent | 1995 | Recent | 1995 | Recent | 1995 | Recent | 1995 | |
| Estonia | 8.40 | 7.94 | 8.81 | 8.29 | 7.75 | 6.65 | 8.60 | 8.53 | 8.44 | 8.30 |
| Czech Republic | 8.14 | 7.77 | 8.53 | 8.07 | 7.90 | 7.15 | 8.15 | 8.13 | 7.96 | 7.73 |
| Hungary | 8.02 | 7.50 | 8.28 | 6.84 | 8.15 | 7.71 | 8.42 | 7.91 | 7.23 | 7.55 |
| Lithuania | 7.80 | 6.59 | 8.15 | 7.14 | 6.82 | 5.29 | 8.64 | 7.24 | 7.59 | 6.67 |
| Latvia | 7.41 | 6.51 | 8.21 | 7.29 | 6.56 | 4.56 | 7.73 | 7.06 | 7.16 | 7.15 |
| Poland | 7.41 | 6.85 | 8.01 | 6.23 | 7.16 | 6.22 | 7.76 | 7.86 | 6.70 | 7.10 |
| Bulgaria | 6.80 | 6.81 | 7.35 | 5.76 | 6.94 | 7.17 | 6.25 | 7.27 | 6.66 | 7.04 |
Source: World Bank
Table 4. Knowledge economy variables for Arab region
| Country | KEI | KI | Economic Incentive Regime | Innovation | Education | ICT |
| Israel | 8.14 | 8.07 | 8.33 | 9.39 | 7.47 | 7.36 |
| United Arab Emirates | 6.94 | 7.09 | 6.5 | 6.6 | 5.8 | 8.88 |
| Bahrain | 6.9 | 6.98 | 6.69 | 4.61 | 6.78 | 9.54 |
| Oman | 6.14 | 5.87 | 6.96 | 5.88 | bgcolor=white>5.236.49 | |
| Saudi Arabia | 5.96 | 6.05 | 5.68 | 4.14 | 5.65 | 8.37 |
| Qatar | 5.84 | 5.5 | 6.87 | 6.42 | 3.41 | 6.65 |
| Kuwait | 5.33 | 5.15 | 5.86 | 5.22 | 3.7 | 6.53 |
| Jordan | 4.95 | 4.71 | 5.65 | 4.05 | 5.55 | 4.54 |
| Tunisia | 4.56 | 4.8 | 3.81 | 4.97 | 4.55 | 4.89 |
| Lebanon | 4.56 | 4.65 | 4.28 | 4.86 | 5.51 | 3.58 |
| Algeria | 3.79 | 4.28 | 2.33 | 3.54 | 5.27 | 4.04 |
| Egypt, Arab Rep. | 3.78 | 3.54 | 4.5 | 4.11 | 3.37 | 3.12 |
| Morocco | 3.61 | 3.25 | 4.66 | 3.67 | 2.07 | 4.02 |
| Syrian Arab Republic | 2.77 | 3.01 | 2.04 | 3.07 | 2.4 | 3.55 |
| Yemen, Rep. | 1.92 | 1.58 | 2.91 | 1.96 | 1.62 | 1.17 |
Source: World Bank
development is to build-up a panel data regression model, in order to explain real economic growth as a function of these knowledge related factors.
2.