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Comparative standings in economy and innovation

The PG Benchmarks results for 16 economic indicators and 15 regions are presented below:

Rankings have become a popular -- and expected -- way of depicting the relative performance of regions. But rankings can be quite misleading, as they fail to convey the distance between ranks. For example, a fourth-place baseball team in a five-team division sounds like a poor performer. But, that team could be only one game out of first place in a division where the top four teams are equally good and the last-place team is terrible.

To provide a more meaningful representation, we are using the following method to depict the distribution of each region's score in each category on a standardized basis.

Standardizing the raw data offers a way of comparing data, where some categories are described in dollars per capita, others as percent change and others as indexes.

We standardized the raw data by subtracting the average (across regions) in each category from the individual region's score, then dividing by the standard deviation for that series of scores.

The standardized scores range between 75 and 135. The standardization assumes that each category follows a uniform distribution around 100 -- that the scores will tend to cluster around 100.

Note that the latest available data for University Research and Development are from 1998.

 

Atlanta

Cincinnati

Cleveland

Denver

Kansas City

Miami

Milwaukee

Minneapolis

Phoenix

Pittsburgh

Portland

St. Louis

San Diego

Seattle

Tampa

University research & development
per worker

Universities spend money
on research and  development,
which encourages innovation
and the growth of new business

106.4

98.3

95.6

117.2

84.1

90.7

92.3

105.2

88.6

113.2

94.1

104.7

112.8

104.7

91.8

Patents per worker
The number of patents issued
reflects the creativity of a
region's work force and a commitment to innovation by the region's businesses.

92.9

106.1

99.8

105.0

85.2

86.8

98.9

121.5

102.6

97.1

105.2

95.2

114.9

101.0

88.1

Early-stage venture capital
Investment in seed, start-up and early stage ventures represents a growing availability of such capital and a growing capability to attract the investment.

92.2

94.6

92.7

128.7

97.8

98.0

92.1

99.9

94.5

96.4

97.9

100.6

109.9

112.4

92.3

Business startups per worker
The rate of new business starts reflects how dynamic an economy is and builds the potential for job growth.

101.7

90.2

93.1

105.9

95.7

129.4

91.4

95.2

107.6

91.0

102.2

90.9

102.9

99.9

102.7

IPO proceeds
A high level of initial Public Offering activity depends on a robust local economy and a bullish stock market.

130.8

93.1

93.6

100.1

95.0

98.5

93.9

96.0

93.9

98.3

97.2

114.5

99.2

100.9

95.0

New & expanded facilities per worker
The number of new and expanded facilities indicates a region's desirability to businesses.

93.9

116.0

112.4

91.8

92.7

91.3

97.9

119.8

99.5

98.3

91.3

96.1

112.7

90.9

95.3

Real estate construction per capita
Total construction measures the demand for homes, stores, offices, plants and public works

115.7

96.3

93.7

114.1

104.4

93.2

89.0

99.9

121.2

88.9

102.9

90.6

95.2

99.4

95.5

Exports
Exports show how much companies sell in foreign countries. They also create local jobs and wealth from foreign consumers.

95.5

101.6

97.8

90.7

95.4

104.5

97.1

104.5

98.5

93.9

103.6

93.6

100.0

132.3

91.0

Job growth

108.3

90.9

87.3

106.8

99.7

109.3

91.5

95.8

115.9

86.8

94.3

87.3

111.5

105.7

109.0

High quality job growth
High quality jobs pay higher wages and can better support families, municipalities and growth.

110.2

90.1

87.2

105.9

99.2

109.5

92.8

96.6

115.3

86.4

98.1

85.4

107.8

103.8

111.6

High quality jobs
This indicator shows the ratio of high-quality jobs created to overall jobs created.

104.7

94.1

107.6

100.5

93.9

92.0

111.2

105.4

93.1

99.3

118.8

91.3

88.9

85.0

114.3

Gross metro product growth
Gross metro product is an estimate of the value of goods and services produced by regional companies and workers.

109.5

101.2

86.3

102.6

96.7

103.1

88.4

101.0

112.1

85.4

93.8

86.5

110.2

112.6

110.6

Productivity per worker
High productivity is a sign of high-quality work force and investment in modern plants

104.8

89.5

95.0

102.7

93.0

98.3

96.7

95.4

99.7

100.4

105.4

85.4

127.2

111.9

94.6

Unemployment rate

104.4

101.5

89.3

110.4

105.6

78.2

102.5

117.2

105.8

89.9

87.7

100.0

102.8

97.6

107.0

Population growth

116.3

95.0

87.3

108.3

99.2

102.2

88.6

100.7

117.0

82.5

104.3

90.6

105.2

103.1

99.9

Migration
Migration figures reflect the attractiveness of a region. The numbers include both domestic and international migration.

115.5

94.2

86.6

106.9

98.4

104.3

86.0

98.2

116.7

85.5

104.5

89.9

102.7

103.1

107.4



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