Statistical Consulting Group has become nationally recognized for helping hospitals chart their new course with greater efficiency and agility. We are dedicated to understanding the needs and desires of people – physicians, healthcare researchers, and faculty members. We are experts in specifying the initial survey, devising the sampling plan, conducting psychometric tests for reliability, validity, and power, analyzing multiple types of data, including quantitative surveys, in-depth interviewing, secondary data analysis, and mining of internally housed data such as the new wealth of information in electronic health records. Some of the healthcare organizations we have worked with include
Our Services
We are happy to provide the help you need at any or all of the following steps in earning the data-based answers you request:
-designing the data collection process
-inputting, organizing, and cleaning the data
-implementing the statistical analyses
-interpreting results and mapping implications for strategy
-providing syntax and raw output file
-explaining the results
-allowing unlimited e-mail and phone support to ensure that you completely understand the results of the analysis
-preparing an effective PowerPoint Presentation
-supporting until project is complete.We are experts in specifying the initial survey based on your research interest. We can choose the various options of scales such as:
Nominal Scales
Ordinal Scales
Interval Scales
Ratio Scales
Devising the Sampling Plan
We are experts in devising the sampling plan. We can choose the various options such as:
Probability Sampling
Simple Random Sampling
Stratified Random Sampling
Cluster Sampling
Nonprobability Sampling
Quota Sampling
Purposive Sampling
Snowball Sampling
Data Management
Statistical Consulting Group covers every aspect of Data Management, e.g., CRF design, data entry, database design, data cleaning, outlier analysis, and data validation.
Data Cleaning
We are dedicated to detecting and correcting corrupt or inaccurate records from a record set, table, or database. The process of data cleaning includes data auditing, workflow specification, workflow execution, post-processing, and controlling. We use popular methods. Those include parsing, data transformation, duplicate elimination, and statistical methods. By analyzing the data using the values of mean, standard deviation, range, and clustering algorithms, we can find values that are unexpected and thus erroneous.
Measuring Outliers and Influential Points
We can examine any standardized residual greater than about 3 in absolute value, Hat element greater than 3p/n (p=k+1, k degrees of freedom), a Cook’s distance > 1, and Mahalanobis’s distance for case. We can run Outlier Analysis such as a run-sequence plot, a scatter plot, a histogram, and a box plot.
Tests for Reliability, Validity, and Power
We can test reliability (such as Cronbach’s alpha, test-retest reliability, split-half reliability, and inter-rater reliability) and validity (such as content validity, construct validity, criterion validity, internal validity, and external validity).
Data Analysis
We can design and perform the required statistical analyses. We select the appropriate statistical methods to address your research questions. We are experts in statistical analysis such as t-test, ANOVA, traditional regression, logistic regression, MANCOVA, factor analysis, cluster analysis, survival analysis, time series analysis, canonical correlations, discriminant analysis, and more advanced statistical techniques such as structural equation modeling (SEM), hierarchical linear modeling (HLM), and path analysis. We are experts in statistical programming languages such as SAS, SPSS, HLM, Mplus, and Access.
Confidentiality
We provide all of our prospective clients with a Non-Disclosure Agreement immediately upon contact. Statistical Consulting Group shall maintain in strict confidence, and not use or disclose except pursuant to written instructions from prospective clients, provided that the obligation to protect the confidentiality of any such information or data shall not be excused if such information or data ceases to qualify as a Trade Secret as a result of the acts or omissions of Statistical Consulting Group.
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