Queen's University Kingston - Economics
Maitland Consulting
University of Western Ontario
Queen's University
Assistant Professor
Post Doc
research
teaching
University of Western Ontario
Maitland Consulting Inc. is a leading provider of analytical solutions
forecast models
funding models
policy decision support
utilization analysis and software design. Consultants have extensive experience working with a variety of population
health status and health service databases from sources such as Census
PHPDB
Health Service Providers
CIHI
ICES and CCHS. They show expertise in handling large health care data sets (50 Gigabytes)
solid knowledge of data analysis techniques
statistical quality control methods
research design and estimation and modeling methods\nMy client list includes Ministry of Health and Long Term Care (MOHLTC)
Ministry of Social and Community Services (MCSS)
WorkPlace Safety Insurance Board (WSIB)
Bank of Montreal Capital Markets (BMO)
Human Resources and Skills Development Canada (HRSDC)
College of Opticians of Ontario
Alberta Health & Wellness
Public Health of Canada
Canada Savings and Investment
and Canadian Pharmaceutical Industry
Maitland Consulting
Professor Economics
Taught both undergraduate and graduate course\nPublished over 50 paper in peer reviewed journals\nActing Head
Associate Head\nAnd more administration than I care to remember
Queen's University
Best Paper in Canadian Journal of Economics
\tHarry Johnson Prize - Awarded for best paper published “Canadian Journal of Economics: Practice Setting and Labour Supply of Physicians in Canada” - 1998
Canadian Economic Association
Ranking in Among Applied Econometricians
\tRanked 37th econometrician in the world (2nd in Canada) in Econometric Theory - 2002\t\t
Econometric Theory Association
Grants
\tHeld academic grants totaling over $500
000 including; National Health Research Development Program (NHDRP) and Social Sciences and Humanities Research Council of Canada (SSHRCC)
Various Research Agencies
Doctor of Philosophy (Ph.D.)
Econometrics and Quantitative Economics
Queen's University
Bachelor of Arts (B.A.)
Economics
University of Toronto
Highschool DIploma
Riverdale Collegiate
Toronto
Econometrics
Economic Research
Medical Billing
Policy
Financial Econometrics
Stata
Economics
Time Series Analysis
Big Data
Data Analysis
Econometric Modeling
Health Economics
Business Analytics
Statistical Modeling
Medical Coding
Public Health
WorkPlace Safety and Insurance Board (WSIB)
To develop a funding model for pricing “Programs of Care” for healthcare providers\r\nA Program of Care (POC) is characterized by a detailed initial assessment
including determination of worker suitability for the Program
and a set of clinical measures
which form the basis for a treatment plan \r\ni Worked with the Model review Committee developed a fee for these Program of cares (along with the appropriate schedule) for acute lower back injury
lower extremity injury
mild brain injury
noise induced hearing loss
occupational asthma
occupational contact dermatitis and upper extremity injury\r\nii.\tAssisted professional surveyors in developing market pricing survey for allied health professionals and analyzing the findings \r\nGoal of this project was to survey the costs of allied health care providers across Ontario and determine a market position for payment of these providers for the WSIB .The result of this work was a new fee schedule for WSIB \r\niii.\tTo design and conduct survey of health care providers for the Labour Market Re-entry (LMR) group\r\n Create understanding of current assessment practice by the primary Service Providers \r\n Introduce a methodology for pricing of these assessments \t\r\n Make recommendations for pricing and practice of Transferable Skills Analysis (TSA)
Vocational Assessment (VA) and Psycho-Vocational Assessment (PVA)\r\n
Human Resources and Skills Development of Canada
Two projects on individuals with disabilities\r\n1.\tRural and Urban Differences: The Experiences of People with Disabilities in Canada (using the survey data set Participation Activity Limitation Survey-PALS)\r\n2.\tBoth cross-tabulations as well as statistical models to investigate rural and urban differences for those individuals with disabilities in Canada\r\n•\tSurprisingly in terms of incidence
support needs
accommodation
employment
income and so forth there was little actual relative differences in rural versus urban communities across a variety of disabilities\r\nEmployers’ Perspectives on Intermittent Work Capacity: What can qualitative research tell us? (interviews to develop Model)\r\n•\tThere is very little written or employers' perspectives on intermittent work capacity and we were forced to develop our own definition and write what we thought were the major impact. This was then linked to the traditional literature on disabilities and the workforce. We think this discussion will be a valuable addition to this important area\r\n
Inappropriate Physican Billing in Ontario for Ministry of Health and Long Term Care
To design software and risk models to support investigative studies on the practice patterns of physicians in Ontario.\tI developed software in the starting in the late 1990’s through the mid 2000 to sift through large amounts of information with the aim of determining physicians whose billing practice were inappropriate. Thjere are currently over 40 programs designed for complex queries available (all written in Stata). \r\n\tThis data snooping activity was highly successful and resulted in a large dollar return to the MOHLTC. \r\n\tThe general approach was built on computer algorithms and techniques that are capable of handling the large volumes of data required
of generating timely
meaningful results to the Ontario Ministry of Health officials
and of supporting the recovery of significant funds from physicians due to the identification of inappropriate billings. \r\n
Ministry of Community and Social Services
Resource utilization analysis and methodology for the developmentally disabled in Ontario \r\n\tMap from “need” measures (questionnaire/application and SIS) to resource utilization units (RUU)\r\n\tMeasure the support resources utilized by the individual funded by the MCSS\r\n\tThe data collection tool was a survey designed by Dr. Gregory and conducted across 11 agencies over the period April 2008-June 2008\r\n\tThe survey tool was able to collect resource information reliably in an environment in which there was a mix of workers and varying staff ratios \r\n\tThe evidence on resource use as measured by hours of support time indicates that agencies have different amounts available to them that cannot be connected to any observable need differential\r\n\tA methodology was developed that overcame the endowment effects of agency differentials and concentrated on extracting the needs component in the hour of support \r\n\tFollow up work was conducted to develop an algorithm to place individuals in a six-category classification of need which was tested against a focus group assignment and the resource data from our survey\r\n
Examples of Analysis Performed on Health Claims Data
The following projects were all conducted for MOHLTC andeach has software (Stata) associated with them \r\n Waiting times for surgical procedures\r\n\tReview patterns of service delivery by physician by patient\r\n\tCapitation calculations for physicians\r\n\tDetermine the expected cost of a physicians practice using provincial average norms\r\n\tPolicy analysis with fee-for-service claims data\r\n\tMeasuring surgical time\r\n\tCost profiling of select procedures\r\n\tImpact analysis of changes to fee codes\r\n\tTracking of policy changes\r\n\tLaboratory test claims data\r\n\r\n
Gregory
Allan Gregory is Professor of Economics at Queens University in Kingston
ON and President of Maitland Consulting Inc. My research academically is in applied finance
forecasting and the like. For consulting work I have concentrated on health economics with an emphasis on medical billing
costing of block care
and disabled workers. I am an Associate editor of Stata and have developed a library of programs related to both my research and consulting. \n\nInformation is power and in my experience researchers
policy makers
consultants pay insufficient attention to the very data they posses. Data should never be handed-off to the lower level staff to \"cleanse\". Do it yourself
otherwise you will never be confident of the findings.\n\nOn this very topic of data analysis
I would advise some care in hiring so-called Business Analytic Specialist. This is essentially a low-level econometrician who has some training in statistics and summary measures. As a person who has been handling so-called \"Big Data\" forever
I cannot see anything new in this other than another way to package and market Business Degrees (MSc at that). I have decided not to fight this tide (it is futile) and so I have added the skills Business Analytic Specialist and Big Data--- but done with a wink and a nod. \n \nI will only highlight my consulting experience here since academic experience and publications can be viewed at the web page below.
Allan W.