Career development programs, no matter what stage of the academic career they cater to, face similar challenges. A wide range of information about scholars is available, from demographics, publications, and grant submissions to pilot funding, composition of mentor panel, training activities, and career milestones. Much of this data needs to be reported to funding agencies at regular intervals, but is scattered across different public and internal sources.
Enter Flight Tracker. This software allows users to track and understand their scholars’ careers longitudinally via automated data collection. Flight Tracker was developed at Vanderbilt and is now used by 55 institutions in a growing consortium. Programs across the breadth of academic career development use the program, from graduate programs and training grants to departments tracking tenure and promotion and research impact. Data lives securely in a FISMA- and FERPA-compliant REDCap database.
Watch the Flight Tracker intro video.
Flight Tracker collects the following:
- Grants from NIH and Federal RePORTER (and optionally, from the home institution’s own grant management software);
- Publications from PubMed;
- Bibliometrics such as the Relative Citation Ratio and Altmetric;
- Patents from the US Patent Office;
- Demographics, education, honors and awards, job changes, and more via surveys of scholars;
- Custom resource use such as attendance at workshops or online courses;
- Anything else you can dream up.
Flight Tracker uses this data to produce visuals, dashboards, and metrics about your group of scholars. These are just a few of the tools available.
This tool shows the percentage of your scholars who have moved from career development award to research independence. You can slice and dice the group along lines such as gender, degree type, department, or type of career development award, as well as by date ranges. It includes up-to-the-minute data every time you access it.
Social Network Graphs
Visually demonstrate relationships between scholars, mentors, and more with chord diagrams. The example to the right is a graph of co-authorship relationships among a subset of career development awardees at Vanderbilt. Each square on the edge of the circle is a person and each line is a publication the connected people have co-authored. These diagrams can also be used to show connections between mentors and mentees, for example if you’d like to show that the participating faculty for your grant have been publishing or writing grants with the former trainees and the applicant pool. Chord diagrams can also help identify interdisciplinary grant teams.
Kaplan-Meier Success Curves provide a breakdown of programmatic elements contributing to your K-to-R conversion. In this example, the black line is the conversion ratio of Vanderbilt career development awardees since 2000, with about 70% converted by fifteen years after the start of their career development award. The orange and green lines show this conversion for subgroups who used key resources like internal study section. Use of these resources confers a 30% increase in successful conversion to independent funding, providing evidence to invest consistently in these programs and encourage participation.
Staff time for Flight Tracker upkeep is generally light. With a large number of scholars, initial effort may be high, but once over the hump, ongoing effort is minimal. For all career development awardees since 2000 at Vanderbilt, which totals approximately 550 scholars, it takes me:
- 2-3 hours a month to assure grants are auto-categorized appropriately as Ks, Rs, etc.;
- 3-4 hours a month to check new publications for problems like another John Smith’s paper being pulled into my John Smith’s profile;
- 30 minutes a month to add new scholars or make updates to existing scholar profiles;
- 2-4 hours per year to set up and monitor annual surveys.
Flight Tracker also saved considerable time with our recent CTSA renewal. With data in the system from surveys and external sources, the software can produce Tables 5 and 8 of the standard NIH reporting tables at the touch of a button. We were also able to include some of the visualizations above in our grant text, as well as quickly access metrics like K-to-R conversion, demographics, and more. Retrieving these numbers before took tedious manual calculation.
To get started with Flight Tracker, ask your local REDCap admin to enable the “Flight Tracker for Scholars External Module” on a REDCap project. The same institution can have multiple projects, e.g., each T32 and K12 can have its own Flight Tracker, or each doctoral program.
You’ll be able to put in a list of names, departments, and resources to start tracking data immediately for your project. After setup, Flight Tracker starts collecting data immediately. Once data is in the system, you can wrangle your initial set of grants and publications for accuracy.
Then, join the club. The Flight Tracker Consortium gets members up to speed and keeps everyone on track with two calls per month: A “newbie” call to help new users get started and a full consortium meeting with updates. Email Scott Pearson to receive invitations to these calls. You can also view our video archive for instructions, tips, and tricks for importing and working with scholar data.
We release updates to Flight Tracker regularly, many based on requests from consortium members. Establish a regular upgrade schedule with your REDCap admin.
More Resources
Writing Your K or CDA Progress Report
Beginner’s Eye for the Science Guy (or Gal)
Get Your PMCIDs PDQ


The disclaimer: I am in my third year as a PI in the US. Start-up is still fine, but diminishing rapidly. I have limited trainee attendance to one conference per year, and I require that they have an abstract accepted in order to attend. I make exceptions for invited talks and funder-mandated conference attendance. My trainees include trainees at the postdoc and graduate student level. Some of my trainees are very new to conference attendance; others are old pros with a network at certain meetings. This is my approach for picking conferences for trainees, so your needs and goals for your trainees may be different.
The disclaimer: I am in my third year as a PI in the US. Start-up is still fine, but diminishing rapidly. My main occupations right now are writing papers, waiting on data to complete said papers, supervising my team, and furiously applying for more money to run my research program. My teaching load is small, my lab largely self-sufficient, and I am comfortable supervising via Slack. My personal life can accommodate travel without much hassle. This is my approach for picking conferences; yours may be different.
Ask for time: The most important thing to do when you receive your offer letter is to say thank you and then promptly ask for more time to evaluate it. You need to sit down, identify what is missing, what needs negotiating, and if what is being offered is enough.
I am an extremely social person. I like to chat and be surrounded by my colleagues, friends, and family. But sometimes this can be exhausting and it is hard to find time for myself. Being away for 3-5 days at a conference allows me to take a break from my daily routine. I can finally read that book that was gathering dust on my nightstand. Or I can binge-watch a whole show on a red-eye flight. But I can wander. I usually indulge myself with some shopping and tasting the local food. I love to walk around a city and discover its people, its secret places, and the best coffee shops.
I never really thought about networking and reputation as a graduate student or postdoctoral research fellow (postdoc), but rather was the beneficiary of respected mentors long established in the field and regular attendance at our society’s annual meeting. I always assumed the science and funding would speak for itself. When I became faculty, I discovered that my institution will ask a certain number of scientists to write letters of recommendation for promotion and tenure. These anonymous (to me) letter writers are expected to comment on tangible things, like my contributions to the field, but also more squishy topics like “national reputation.” This has made me think about how I am going to develop my national reputation, beyond securing funding and publishing papers. I am sure many of you have started doing these things, but these are the approaches I have taken to start building said reputation. As always these days, n=me.






















