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Confidential www.GrayAssociates.com 1Confidential
Best Practices in
Program Portfolio
Assessment:
Employer Demand
March 8, 2018
Confidential www.GrayAssociates.com 2
Student Demand
February 8th at 2:00 PM ET
Assessing Employment
Opportunities
March 8th at 2:00 PM ET
Strategic Fit
April 12th at 2:00 PM ET
Analyzing Competition
April 12th at 2:00 PM ET
Evaluating Markets for Programs
✔
Best-practices: inclusive process with sound data on four topics.
Decision-Making Process
April 22
Confidential www.GrayAssociates.com 3
Agenda
1. Employment Opportunity Data: Sources, Uses, and Limitations
2. U.S. Employment Trends: Job Postings
3. Summary
Confidential www.GrayAssociates.com 4
The Bureau of Labor Statistics
BLS is a primary source and its employment data is easy to access.
Confidential www.GrayAssociates.com 5
Employment Opportunity Data: BLS
BLS surveys employers to estimate employment by Standard Occupation Code (SOC).
SOCs are assigned to all people who do similar work
49-9052.00
Telephone Line Installers and Repairers
29-1065.00
Pediatrician
Confidential www.GrayAssociates.com 6
NCES crosswalks intentionally draw a tight link between programs and SOCs.
NCES Crosswalks
History, General
CIP 54.0101
Managers, All Other
SOC 11-9199
Historians
SOC 19-3093
Source: National Center for Education Statistics: SOC 2010 mapped to CIP.
History Teachers, Postsecondary
SOC 25-1125
Secondary School Teachers, Except Special
and Career/Technical Education
SOC 25-2031
Confidential www.GrayAssociates.com 7
1 4
462
-
50
100
150
200
250
300
350
400
450
500
CIPs (Programs) NCES Matched SOCs Actual Employment: SOCs
Count of Programs and Occupations
CIP 54.0101 History, General
Reality: Loose Alignment, especially for Liberal Arts
NCES Crosswalks
Source: U.S. Census Bureau; Gray analysis of over 2.0 million records.
Confidential www.GrayAssociates.com 8
Even for one program, occupations are very diverse—from CEO to salesperson.
ACS Actual Fields of Employment
11%
7%
4%
4%
3%
2%
2%
2%
2%
2%
1%
1%
1%
1%
1%
1%
1%
1%
1%
1%
0% 5% 10% 15%
Lawyers, Judges, other Judicial
Teachers: Elem. & Mid. School
Postsecondary Teachers
Miscellaneous Managers
Secondary School Teachers
Education Administrators
Chief Executives and Legislators
Clergy
Retail Salespersons
First-line Supervisors: Retail
Administrative Assistants
Management Analysts
Sales Reps, Wholesale and Manufacturing
Accountants and Auditors
Librarians
Physicians and Surgeons
First-line Supervisors: Non-Retail Sales
Customer Service Representatives
Financial Managers
General and Operations Managers
What do History Majors Really Do?
Percentage of History Majors by Occupation
Advanced
Professional
Education
Other
Source: American Community Survey
Confidential www.GrayAssociates.com 9
85% of BLS projected growth rates are off by 50% or more.
BLS Forecast Accuracy
2%
3%
10%
21%
23% 23%
19%
0%
5%
10%
15%
20%
25%
<10% 10-25% 25-50% 50-75% 75-100% 100-150% 150+
Percentage
of SOCs
Percentage Error
BLS Forecast Error
Actual Employment vs. Projected Employment Growth
2012-2015
Source: BLS Occupational Employment Statistics and BLS Employment Projections 2012-2022.
Note: BLS forecasts are for 2022. BLS 2012 base and annual growth rate vs. actual growth from 2012 to 2015.
Confidential www.GrayAssociates.com 10
BLS Occupational Outlook Handbook
Confidential www.GrayAssociates.com 11
BLS Occupational Employment Statistics
Despite its limitations, BLS is a frequently-used source on employment.
Confidential www.GrayAssociates.com 12
BLS 10th-Percentile Wages
Wage profiles by occupation are available from BLS.
$57,480
$81,350
$119,280
$168,390
0
20,000
40,000
60,000
80,000
100,000
120,000
140,000
160,000
180,000
10th Percentile 25th Percentile Median 75th Percentile
BLS Wages
Wages by Percentile
Marketing and Sales Manager 11-2020.00
Source: BLS Occupational Employment Statistics: http://www.bls.gov/oes
Confidential www.GrayAssociates.com 13
Educational Attainment of Workers By SOC
Educational attainment indicates the degree level needed in the occupation.
Confidential www.GrayAssociates.com 14
Placement Rates
Placement rates by program highlight the employability of program graduates.
Confidential www.GrayAssociates.com 15
Placement Rates
Regulations require many institutions to disclose placement rates on their websites.
Confidential www.GrayAssociates.com 16
Job Postings: Employer-Site or Total?
Job-posting data come from three sources, which vary in quality.
Job Sites
Recruiters
Employers ✔
Confidential www.GrayAssociates.com 17
Job Postings Data
Job postings are available from Burning Glass, Talent Analytics, and others.
Confidential www.GrayAssociates.com 18
Current job postings are a reliable predictor of future job postings.
Job Postings: Predictive Power
0
20,000
40,000
60,000
80,000
100,000
120,000
140,000
0 20,000 40,000 60,000 80,000 100,000 120,000
2016
Job Postings
2014 Job Postings
Job Postings
By 8-Digit SOC
Source: Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017.
Data are job postings for permanent full-time positions.
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Correlation: 0.969
Registered Nurses
Retail Salespersons
Managers, All Other
Security Guards
Confidential www.GrayAssociates.com 19
Data for a single program is a challenge to interpret.
Data Interpretation
New Job Postings: 153,611
?
Confidential www.GrayAssociates.com 20
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
Percentiles and color codes aide interpretation.
Data Interpretation
New Job Postings
Percentiles for all Programs
N =1,000
Program 1: 153,611
Program 800: 10,000
Program
Percentile
Confidential www.GrayAssociates.com 21
Interpreting employment information requires a context.
Employment Data: Interpretation
Confidential www.GrayAssociates.com 22
Agenda
1. Employment Opportunity Data: Sources, Uses, and Limitations
2. U.S. Employment Trends: Job Postings
3. Summary
Confidential www.GrayAssociates.com 23
Job Postings: Geographic Density
Employment is a very local phenomenon, led by the West Coast.
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017.
Data are job postings for permanent full-time positions.
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Map circle size represents ratio of job postings to employed population.
Metro	Area Job	Postings	per	10,000	
people	employed
Portland-Vancouver-Hillsboro 307
San	Francisco-Oakland-Hayward 301
Seattle-Tacoma-Bellevue, 275
Denver-Aurora-Lakewood, 259
Washington-Arlington-Alexandria 256
Atlanta-Sandy	Springs-Roswell 230
Dallas-Fort	Worth-Arlington 219
Phoenix-Mesa-Scottsdale 209
Boston-Cambridge-Nashua 195
Philadelphia-Camden-Wilmington 189
New	York-Newark-Jersey	City 159
Los	Angeles-Long	Beach-Anaheim 148
Houston-The	Woodlands-Sugar	Land 146
Chicago-Naperville-Elgin, 139
Miami-Fort	Lauderdale-West	Palm	Beach 135
Confidential www.GrayAssociates.com 24
Job Postings: The Big 5 Cities
Employer demand trends vary substantially by location.
4%
6%
0%
19%
0%
-10%
0%
10%
20%
New York, NY Atlanta, GA San Francisco, CA Chicago, IL Dallas, TX
2017 YoY Job Posting Growth
Five Cities with the Most Job Postings
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018.
Data are job postings for permanent full-time positions.
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Confidential www.GrayAssociates.com 25
Job Postings: Salaries in the Big 5 Cities
Wages also vary by location.
598
313 262 268 327
859
172 382 170
270
1,046
237
555
177
298
1,077
909
1,064
292
231
0
500
1,000
1,500
2,000
2,500
3,000
3,500
4,000
New York, NY Atlanta, GA San Francisco, CA Chicago, IL Dallas, TX
Five Cities with the Most Job Postings
2017 Salary Distribution
More than $75,000
$50,000 to $74,999
$35,000 to $49,999
Less than $35,000
Avg. Salary $65,000 $80,000 $77,000 $65,000 $57,000
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018.
Data are job postings for permanent full-time positions.
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Excludes job postings without salary information.
Job
Postings
Confidential www.GrayAssociates.com 26
Demand Assessment for Accounting
For a given program, one can assess related abilities, work activities, skills, and
occupations.
Source: SkillsEngine. Gray’s Program Evaluation System
CIPs: Accounting (52.0301)
Confidential www.GrayAssociates.com 27
Job Postings: Ten Largest Occupations
Healthcare and IT took three of the top five slots for job posting volume.
0 20,000 40,000 60,000 80,000 100,000 120,000 140,000
Registered Nurses
Managers, All Other
Software Developers, Applications
Medical and Health Services Managers
General and Operations Managers
Sales Managers
Human Resources Specialists
Management Analysts
Marketing Managers
Financial Managers
Job Postings in 2017
Ten Largest Occupations
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017.
Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher).
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Managers
Healthcare
IT
Consulting
Human
Resources
Confidential www.GrayAssociates.com 28
Job Postings: Ten Fastest-Growing Occupations
The fastest-growing occupations in 2017.
0% 20% 40% 60% 80% 100% 120%
Food Service Managers
Psychology Teachers, Postsecondary
Audiologists
Health Specialties Teachers, Postsecondary
First-Line Supervisors of Construction Trades and…
Nursing Instructors and Teachers, Postsecondary
Teachers and Instructors, All Other
Advertising Sales Agents
Magnetic Resonance Imaging Technologists
Athletic Trainers
Job Postings in 2017
Ten Fastest-Growing Occupations in the U.S.
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017.
Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher). Minimum 200 job postings in 2016.
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Other
Education
Confidential www.GrayAssociates.com 29
Job Postings: Ten Most Requested Skill Clusters
The top skill cluster is Microsoft Office.
0 40,000 80,000 120,000 160,000
IT: Microsoft Office and Productivity Tools
Customer and Client Support: Basic…
Finance: Budget Management
Health Care: Basic Patient Care
Administration: Scheduling
Health Care: Medical Support
Business: Project Management
Health Care: Emergency and Intensive Care
Health Care: General Medicine
Business: Business Process and Analysis
Job Postings in 2017
Ten Most-Requested Skill-Clusters
Source: Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017.
Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher).
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Confidential www.GrayAssociates.com 30
Job Postings: Most Requested Specialized Skills
Microsoft Excel is the most frequently-requested specialized skill.
0 20,000 40,000 60,000 80,000 100,000
Microsoft Excel
Budgeting
Microsoft Office
Scheduling
Patient Care
Customer Service
Project Management
Teaching
Microsoft Powerpoint
Staff Management
Job Postings in 2017
Ten Most-Requested Specialized Skills in the US
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018.
Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher).
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Microsoft
Other
Confidential www.GrayAssociates.com 31
Education and Training: Program Management skill cluster is up 272% in 2017.
Job Postings: Ten Fastest Growing Skill Clusters
0% 50% 100% 150% 200% 250% 300%
Education and Training: Program Management
Health Care: Nephrology
Marketing and Public Relations: General…
Sales: Solution Sales Engineering
Supply Chain and Logistics: Retail Store…
Supply Chain and Logistics: Logistics
Health Care: Rehabilitation
Sales: Telemarketing
Maintenance, Repair, and Installation: Hand…
Sales: General Sales Practices
Job Postings in 2017
Ten Fastest-Growing Skill Clusters
Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017.
Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher).
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Other
Health Care
Confidential www.GrayAssociates.com 32
Job Postings: Ten Most Requested Certifications
Nationally, healthcare, especially RN, dominates the jobs requiring certification.
0 20,000 40,000 60,000 80,000 100,000120,000
Registered Nurse
Basic Cardiac Life Support Certification
Project Management Certification (e.g., PMP)
Certified Public Accountant (CPA)
Advanced Cardiac Life Support (ACLS)…
Social Work License
Nurse Practitioner
American Heart Association Certificate
American Registry of Radiologic…
Registered Health Information Technician
Job Postings in 2017
Ten Most-Requested Certifications in the U.S.
1. Includes only the 200 largest certifications in occupations that require at least an Associate’s degree.
Source: Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018.
Data are job postings for permanent full-time positions.
Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
Other
Healthcare
Confidential www.GrayAssociates.com 33
CIP 43.0107 – Criminal Justice/Police Science.
Program Scorecard: Employment
Confidential www.GrayAssociates.com 34
Interpreting employment information requires a context.
Employment Data: Interpretation
Confidential www.GrayAssociates.com 35
CIP 43.0107 – Criminal Justice/Police Science.
Program Scorecard: Employment
Confidential www.GrayAssociates.com 36
Employment in Context
Confidential www.GrayAssociates.com 37
Agenda
1. Employment Opportunity Data: Sources, Uses, and Limitations
2. U.S. Employment Trends: Job Postings
3. Summary
Confidential www.GrayAssociates.com 38
Summary
§ BLS data is readily available, but is dated and a weak indicator of trends.
§ Job posting data is vital for trends in employment growth, skills and certifications.
§ Aligning labor data (SOCs) with programs (CIPs) is hard and error-prone.
§ Numbers for one program lack the context needed to interpret the data.
§ Employment is only one part of the puzzle.
§ As a result, DIY is quite expensive, time-consuming, and error-prone.
§ Gray’s Program Evaluation System can do the heavy lifting for you.
Assessing employer demand in your markets is no easy task.
Confidential www.GrayAssociates.com 39
Evaluating Markets for Programs
On April 12th we will share best practices for assessing Competition and Fit.
Student Demand
February 8th at 2:00 PM ET
Assessing Employment
Opportunities
March 8th at 2:00 PM ET
Strategic Fit
April 12th at 2:00 PM ET
Analyzing Competition
April 12th at 2:00 PM ET
Decision-Making Process
April 22
Confidential www.GrayAssociates.com 40
For More Information
To contact Gray Associates:
Bob Atkins
CEO
Gray Associates, Inc.
Bob.Atkins@GrayAssociates.com
617-366-2836
www.GrayAssociates.com

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2018 Best Practices in Program Portfolio Assessment - Employer Demand

  • 1. Confidential www.GrayAssociates.com 1Confidential Best Practices in Program Portfolio Assessment: Employer Demand March 8, 2018
  • 2. Confidential www.GrayAssociates.com 2 Student Demand February 8th at 2:00 PM ET Assessing Employment Opportunities March 8th at 2:00 PM ET Strategic Fit April 12th at 2:00 PM ET Analyzing Competition April 12th at 2:00 PM ET Evaluating Markets for Programs ✔ Best-practices: inclusive process with sound data on four topics. Decision-Making Process April 22
  • 3. Confidential www.GrayAssociates.com 3 Agenda 1. Employment Opportunity Data: Sources, Uses, and Limitations 2. U.S. Employment Trends: Job Postings 3. Summary
  • 4. Confidential www.GrayAssociates.com 4 The Bureau of Labor Statistics BLS is a primary source and its employment data is easy to access.
  • 5. Confidential www.GrayAssociates.com 5 Employment Opportunity Data: BLS BLS surveys employers to estimate employment by Standard Occupation Code (SOC). SOCs are assigned to all people who do similar work 49-9052.00 Telephone Line Installers and Repairers 29-1065.00 Pediatrician
  • 6. Confidential www.GrayAssociates.com 6 NCES crosswalks intentionally draw a tight link between programs and SOCs. NCES Crosswalks History, General CIP 54.0101 Managers, All Other SOC 11-9199 Historians SOC 19-3093 Source: National Center for Education Statistics: SOC 2010 mapped to CIP. History Teachers, Postsecondary SOC 25-1125 Secondary School Teachers, Except Special and Career/Technical Education SOC 25-2031
  • 7. Confidential www.GrayAssociates.com 7 1 4 462 - 50 100 150 200 250 300 350 400 450 500 CIPs (Programs) NCES Matched SOCs Actual Employment: SOCs Count of Programs and Occupations CIP 54.0101 History, General Reality: Loose Alignment, especially for Liberal Arts NCES Crosswalks Source: U.S. Census Bureau; Gray analysis of over 2.0 million records.
  • 8. Confidential www.GrayAssociates.com 8 Even for one program, occupations are very diverse—from CEO to salesperson. ACS Actual Fields of Employment 11% 7% 4% 4% 3% 2% 2% 2% 2% 2% 1% 1% 1% 1% 1% 1% 1% 1% 1% 1% 0% 5% 10% 15% Lawyers, Judges, other Judicial Teachers: Elem. & Mid. School Postsecondary Teachers Miscellaneous Managers Secondary School Teachers Education Administrators Chief Executives and Legislators Clergy Retail Salespersons First-line Supervisors: Retail Administrative Assistants Management Analysts Sales Reps, Wholesale and Manufacturing Accountants and Auditors Librarians Physicians and Surgeons First-line Supervisors: Non-Retail Sales Customer Service Representatives Financial Managers General and Operations Managers What do History Majors Really Do? Percentage of History Majors by Occupation Advanced Professional Education Other Source: American Community Survey
  • 9. Confidential www.GrayAssociates.com 9 85% of BLS projected growth rates are off by 50% or more. BLS Forecast Accuracy 2% 3% 10% 21% 23% 23% 19% 0% 5% 10% 15% 20% 25% <10% 10-25% 25-50% 50-75% 75-100% 100-150% 150+ Percentage of SOCs Percentage Error BLS Forecast Error Actual Employment vs. Projected Employment Growth 2012-2015 Source: BLS Occupational Employment Statistics and BLS Employment Projections 2012-2022. Note: BLS forecasts are for 2022. BLS 2012 base and annual growth rate vs. actual growth from 2012 to 2015.
  • 10. Confidential www.GrayAssociates.com 10 BLS Occupational Outlook Handbook
  • 11. Confidential www.GrayAssociates.com 11 BLS Occupational Employment Statistics Despite its limitations, BLS is a frequently-used source on employment.
  • 12. Confidential www.GrayAssociates.com 12 BLS 10th-Percentile Wages Wage profiles by occupation are available from BLS. $57,480 $81,350 $119,280 $168,390 0 20,000 40,000 60,000 80,000 100,000 120,000 140,000 160,000 180,000 10th Percentile 25th Percentile Median 75th Percentile BLS Wages Wages by Percentile Marketing and Sales Manager 11-2020.00 Source: BLS Occupational Employment Statistics: http://www.bls.gov/oes
  • 13. Confidential www.GrayAssociates.com 13 Educational Attainment of Workers By SOC Educational attainment indicates the degree level needed in the occupation.
  • 14. Confidential www.GrayAssociates.com 14 Placement Rates Placement rates by program highlight the employability of program graduates.
  • 15. Confidential www.GrayAssociates.com 15 Placement Rates Regulations require many institutions to disclose placement rates on their websites.
  • 16. Confidential www.GrayAssociates.com 16 Job Postings: Employer-Site or Total? Job-posting data come from three sources, which vary in quality. Job Sites Recruiters Employers ✔
  • 17. Confidential www.GrayAssociates.com 17 Job Postings Data Job postings are available from Burning Glass, Talent Analytics, and others.
  • 18. Confidential www.GrayAssociates.com 18 Current job postings are a reliable predictor of future job postings. Job Postings: Predictive Power 0 20,000 40,000 60,000 80,000 100,000 120,000 140,000 0 20,000 40,000 60,000 80,000 100,000 120,000 2016 Job Postings 2014 Job Postings Job Postings By 8-Digit SOC Source: Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017. Data are job postings for permanent full-time positions. Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Correlation: 0.969 Registered Nurses Retail Salespersons Managers, All Other Security Guards
  • 19. Confidential www.GrayAssociates.com 19 Data for a single program is a challenge to interpret. Data Interpretation New Job Postings: 153,611 ?
  • 20. Confidential www.GrayAssociates.com 20 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100% Percentiles and color codes aide interpretation. Data Interpretation New Job Postings Percentiles for all Programs N =1,000 Program 1: 153,611 Program 800: 10,000 Program Percentile
  • 21. Confidential www.GrayAssociates.com 21 Interpreting employment information requires a context. Employment Data: Interpretation
  • 22. Confidential www.GrayAssociates.com 22 Agenda 1. Employment Opportunity Data: Sources, Uses, and Limitations 2. U.S. Employment Trends: Job Postings 3. Summary
  • 23. Confidential www.GrayAssociates.com 23 Job Postings: Geographic Density Employment is a very local phenomenon, led by the West Coast. Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017. Data are job postings for permanent full-time positions. Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Map circle size represents ratio of job postings to employed population. Metro Area Job Postings per 10,000 people employed Portland-Vancouver-Hillsboro 307 San Francisco-Oakland-Hayward 301 Seattle-Tacoma-Bellevue, 275 Denver-Aurora-Lakewood, 259 Washington-Arlington-Alexandria 256 Atlanta-Sandy Springs-Roswell 230 Dallas-Fort Worth-Arlington 219 Phoenix-Mesa-Scottsdale 209 Boston-Cambridge-Nashua 195 Philadelphia-Camden-Wilmington 189 New York-Newark-Jersey City 159 Los Angeles-Long Beach-Anaheim 148 Houston-The Woodlands-Sugar Land 146 Chicago-Naperville-Elgin, 139 Miami-Fort Lauderdale-West Palm Beach 135
  • 24. Confidential www.GrayAssociates.com 24 Job Postings: The Big 5 Cities Employer demand trends vary substantially by location. 4% 6% 0% 19% 0% -10% 0% 10% 20% New York, NY Atlanta, GA San Francisco, CA Chicago, IL Dallas, TX 2017 YoY Job Posting Growth Five Cities with the Most Job Postings Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018. Data are job postings for permanent full-time positions. Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
  • 25. Confidential www.GrayAssociates.com 25 Job Postings: Salaries in the Big 5 Cities Wages also vary by location. 598 313 262 268 327 859 172 382 170 270 1,046 237 555 177 298 1,077 909 1,064 292 231 0 500 1,000 1,500 2,000 2,500 3,000 3,500 4,000 New York, NY Atlanta, GA San Francisco, CA Chicago, IL Dallas, TX Five Cities with the Most Job Postings 2017 Salary Distribution More than $75,000 $50,000 to $74,999 $35,000 to $49,999 Less than $35,000 Avg. Salary $65,000 $80,000 $77,000 $65,000 $57,000 Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018. Data are job postings for permanent full-time positions. Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Excludes job postings without salary information. Job Postings
  • 26. Confidential www.GrayAssociates.com 26 Demand Assessment for Accounting For a given program, one can assess related abilities, work activities, skills, and occupations. Source: SkillsEngine. Gray’s Program Evaluation System CIPs: Accounting (52.0301)
  • 27. Confidential www.GrayAssociates.com 27 Job Postings: Ten Largest Occupations Healthcare and IT took three of the top five slots for job posting volume. 0 20,000 40,000 60,000 80,000 100,000 120,000 140,000 Registered Nurses Managers, All Other Software Developers, Applications Medical and Health Services Managers General and Operations Managers Sales Managers Human Resources Specialists Management Analysts Marketing Managers Financial Managers Job Postings in 2017 Ten Largest Occupations Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017. Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher). Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Managers Healthcare IT Consulting Human Resources
  • 28. Confidential www.GrayAssociates.com 28 Job Postings: Ten Fastest-Growing Occupations The fastest-growing occupations in 2017. 0% 20% 40% 60% 80% 100% 120% Food Service Managers Psychology Teachers, Postsecondary Audiologists Health Specialties Teachers, Postsecondary First-Line Supervisors of Construction Trades and… Nursing Instructors and Teachers, Postsecondary Teachers and Instructors, All Other Advertising Sales Agents Magnetic Resonance Imaging Technologists Athletic Trainers Job Postings in 2017 Ten Fastest-Growing Occupations in the U.S. Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017. Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher). Minimum 200 job postings in 2016. Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Other Education
  • 29. Confidential www.GrayAssociates.com 29 Job Postings: Ten Most Requested Skill Clusters The top skill cluster is Microsoft Office. 0 40,000 80,000 120,000 160,000 IT: Microsoft Office and Productivity Tools Customer and Client Support: Basic… Finance: Budget Management Health Care: Basic Patient Care Administration: Scheduling Health Care: Medical Support Business: Project Management Health Care: Emergency and Intensive Care Health Care: General Medicine Business: Business Process and Analysis Job Postings in 2017 Ten Most-Requested Skill-Clusters Source: Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017. Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher). Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies.
  • 30. Confidential www.GrayAssociates.com 30 Job Postings: Most Requested Specialized Skills Microsoft Excel is the most frequently-requested specialized skill. 0 20,000 40,000 60,000 80,000 100,000 Microsoft Excel Budgeting Microsoft Office Scheduling Patient Care Customer Service Project Management Teaching Microsoft Powerpoint Staff Management Job Postings in 2017 Ten Most-Requested Specialized Skills in the US Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018. Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher). Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Microsoft Other
  • 31. Confidential www.GrayAssociates.com 31 Education and Training: Program Management skill cluster is up 272% in 2017. Job Postings: Ten Fastest Growing Skill Clusters 0% 50% 100% 150% 200% 250% 300% Education and Training: Program Management Health Care: Nephrology Marketing and Public Relations: General… Sales: Solution Sales Engineering Supply Chain and Logistics: Retail Store… Supply Chain and Logistics: Logistics Health Care: Rehabilitation Sales: Telemarketing Maintenance, Repair, and Installation: Hand… Sales: General Sales Practices Job Postings in 2017 Ten Fastest-Growing Skill Clusters Source: Data from Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2017. Data are job postings for permanent full-time positions that require a college degree (Associate’s or higher). Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Other Health Care
  • 32. Confidential www.GrayAssociates.com 32 Job Postings: Ten Most Requested Certifications Nationally, healthcare, especially RN, dominates the jobs requiring certification. 0 20,000 40,000 60,000 80,000 100,000120,000 Registered Nurse Basic Cardiac Life Support Certification Project Management Certification (e.g., PMP) Certified Public Accountant (CPA) Advanced Cardiac Life Support (ACLS)… Social Work License Nurse Practitioner American Heart Association Certificate American Registry of Radiologic… Registered Health Information Technician Job Postings in 2017 Ten Most-Requested Certifications in the U.S. 1. Includes only the 200 largest certifications in occupations that require at least an Associate’s degree. Source: Burning Glass Technologies, Labor Insight™ Real-Time Labor Market Information Tool, http://www.burning-glass.com 2018. Data are job postings for permanent full-time positions. Employer-site postings only. Excludes job postings from Job Boards and Staffing Agencies. Other Healthcare
  • 33. Confidential www.GrayAssociates.com 33 CIP 43.0107 – Criminal Justice/Police Science. Program Scorecard: Employment
  • 34. Confidential www.GrayAssociates.com 34 Interpreting employment information requires a context. Employment Data: Interpretation
  • 35. Confidential www.GrayAssociates.com 35 CIP 43.0107 – Criminal Justice/Police Science. Program Scorecard: Employment
  • 37. Confidential www.GrayAssociates.com 37 Agenda 1. Employment Opportunity Data: Sources, Uses, and Limitations 2. U.S. Employment Trends: Job Postings 3. Summary
  • 38. Confidential www.GrayAssociates.com 38 Summary § BLS data is readily available, but is dated and a weak indicator of trends. § Job posting data is vital for trends in employment growth, skills and certifications. § Aligning labor data (SOCs) with programs (CIPs) is hard and error-prone. § Numbers for one program lack the context needed to interpret the data. § Employment is only one part of the puzzle. § As a result, DIY is quite expensive, time-consuming, and error-prone. § Gray’s Program Evaluation System can do the heavy lifting for you. Assessing employer demand in your markets is no easy task.
  • 39. Confidential www.GrayAssociates.com 39 Evaluating Markets for Programs On April 12th we will share best practices for assessing Competition and Fit. Student Demand February 8th at 2:00 PM ET Assessing Employment Opportunities March 8th at 2:00 PM ET Strategic Fit April 12th at 2:00 PM ET Analyzing Competition April 12th at 2:00 PM ET Decision-Making Process April 22
  • 40. Confidential www.GrayAssociates.com 40 For More Information To contact Gray Associates: Bob Atkins CEO Gray Associates, Inc. Bob.Atkins@GrayAssociates.com 617-366-2836 www.GrayAssociates.com