SMART
Skill
Development
Goals
1.
Goals
at
a
glance
The
full
list
,
in
priority
order
.
Detailed
SMART
breakdowns
for
every
goal
follow
in
Section
01
Build
production
-
grade
Python
data
pipelines
T ECHNICAL
Weekly
report
prep
: 6
hours
→
under
20
minutes
30
Jun
2026
02
Earn
AWS
Certified
Solutions
Architect
–
Associate
T ECHNICAL
Pass
SAA
-
C
03
with
a
score
of
850+
18
Apr
2026
03
Reach
advanced
analytics
-
SQL
level
with
dbt
T ECHNICAL
Rebuild
9
core
models
,
cut
query
cost
by
30%
31
Jul
2026
04
Deliver
twelve
stakeholder
presentations
rated
4.5/5
or
higher
COMMUNICAT ION
12
sessions
,
median
feedback
score
≥
4.5
11
Dec
2026
05
Publish
six
technical
articles
COMMUNICAT ION
6
published
pieces
, 10,000
combined
reads
20
Nov
2026
06
Reach
conversational
Spanish
at
CEFR
B
1
COMMUNICAT ION
Pass
B
1
exam
; 30-
min
tutor
conversation
unaided
14
Nov
2026
07
Lead
a
cross
-
functional
initiative
with
six
contributors
LEADERSHIP
Ship
unified
onboarding
;
retro
score
≥
4/5
31
Aug
2026
08
Mentor
three
junior
colleagues
to
promotion
-
ready
LEADERSHIP
3
growth
plans
; 2
promotions
or
stretch
roles
09
Oct
2026
09
Facilitate
quarterly
planning
for
the
product
department
LEADERSHIP
2
cycles
run
; 90%
rate
sessions
useful
05
Oct
2026
10
Build
a
defensible
business
case
with
a
full
financial
model
BUSINESS
ACUMEN
3-
year
NPV
,
payback
, 3-
scenario
sensitivity
26
Jun
2026
11
Run
twenty
customer
discovery
interviews
BUSINESS
ACUMEN
20
interviews
; 5
validated
themes
in
a
written
brief
30
Sep
2026
12
Negotiate
one
major
vendor
renewal
end
to
end
BUSINESS
ACUMEN
≥
12%
saving
against
the
opening
quote
29
May
2026
2 / 8
2.
The
goals
in
detail
Each
goal
is
broken
down
into
its
Specific
,
Measurable
,
Achievable
,
Relevant
,
and
Time
-
bound
components
.
01
Build
production
-
grade
Python
data
pipelines
T ECHNICAL
DUE
30
JUN
20 26
S PECIFIC
Move
the
weekly
revenue
reporting
pipeline
off
manual
spreadsheets
and
into
a
versioned
Python
and
Airflow
workflow
that
the
analytics
team
owns
and
can
extend
without
me
.
MEAS URAB LE
Weekly
report
preparation
drops
from
6
hours
to
under
20
minutes
;
the
pipeline
holds
a
99%
or
better
success
rate
across
8
consecutive
weeks
;
zero
manual
re
-
runs
in
the
final
month
.
ACHIEVAB LE
Two
protected
hours
every
Thursday
,
plus
code
review
from
the
Data
Engineering
guild
and
an
existing
staging
environment
that
already
mirrors
production
.
RELEVANT
Directly
unblocks
the
Q
2
roadmap
commitment
to
give
Finance
self
-
serve
weekly
revenue
reporting
,
and
removes
a
recurring
manual
dependency
on
one
engineer
.
T IME
-
B O UND
Working
prototype
on
staging
by
31
March
2026
;
production
cutover
by
30
June
2026
.
02
Earn
AWS
Certified
Solutions
Architect
–
Associate
T ECHNICAL
DUE
18
APR
20 26
S PECIFIC
Study
for
and
pass
the
AWS
Certified
Solutions
Architect
–
Associate
exam
(
SAA
-
C
03),
covering
architecture
design
,
resilience
,
cost
optimisation
,
and
security
.
MEAS URAB LE
Pass
with
a
score
of
850
out
of
1000
or
higher
;
complete
4
full
-
length
practice
exams
at
80%
or
above
before
booking
the
real
sitting
.
ACHIEVAB LE
90
minutes
on
weekday
mornings
before
standup
,
roughly
10
weeks
of
preparation
;
the
company
reimburses
the
exam
fee
on
the
first
attempt
.
RELEVANT
Deployment
work
is
actively
migrating
to
AWS
and
architecture
reviews
now
assume
working
knowledge
of
VPC
design
,
IAM
,
and
cost
controls
.
Certification
closes
a
credibility
gap
in
those
sessions
.
T IME
-
B O UND
Exam
booked
and
sat
by
18
April
2026
.
3 / 8
03
Reach
advanced
analytics
-
SQL
level
with
dbt
T ECHNICAL
DUE
31
JUL
20 26
S PECIFIC
Rebuild
the
nine
core
reporting
models
in
dbt
using
window
functions
,
CTEs
,
incremental
materialisations
,
and
a
documented
testing
layer
—
replacing
the
current
untested
view
chain
.
MEAS URAB LE
All
9
models
refactored
with
at
least
20
schema
tests
;
warehouse
query
cost
reduced
by
30%
;
no
data
-
quality
incidents
attributed
to
the
models
for
6
weeks
post
-
migration
.
ACHIEVAB LE
The
models
are
already
catalogued
,
the
dbt
project
exists
,
and
the
analytics
lead
has
agreed
to
pair
for
two
sessions
on
incremental
strategies
.
RELEVANT
Removes
the
single
largest
source
of
duplicated
metric
definitions
between
Product
and
Finance
,
and
builds
the
modelling
skill
needed
for
the
data
platform
roadmap
.
T IME
-
B O UND
Migration
complete
and
signed
off
by
31
July
2026
.
04
Deliver
twelve
stakeholder
presentations
rated
4.5/5
or
higher
COMMUNICAT ION
DUE
11
DEC
20 26
S PECIFIC
Present
at
twelve
internal
or
external
sessions
across
the
year
—
demo
days
,
architecture
reviews
,
roadmap
briefings
,
and
two
conference
lightning
talks
.
MEAS URAB LE
Median
feedback
score
of
4.5
out
of
5
or
higher
across
all
sessions
;
at
least
3
sessions
recorded
and
self
-
reviewed
against
a
written
checklist
.
ACHIEVAB LE
Roughly
one
presentation
per
month
,
with
slides
drafted
in
the
two
working
days
beforehand
and
a
rehearsal
with
a
peer
for
the
two
external
talks
.
RELEVANT
Senior
-
track
promotion
criteria
explicitly
require
demonstrated
influence
beyond
the
immediate
team
—
presenting
is
the
fastest
visible
route
to
that
evidence
.
T IME
-
B O UND
First
session
on
29
January
2026
;
twelfth
delivered
by
11
December
2026
.
4 / 8
05
Publish
six
technical
articles
COMMUNICAT ION
DUE
20
NOV
20 26
S PECIFIC
Write
and
publish
six
articles
of
1,200
to
1,800
words
on
distributed
systems
reliability
and
developer
experience
,
on
a
personal
site
with
syndication
to
the
company
engineering
blog
.
MEAS URAB LE
6
published
articles
,
10,000
combined
reads
,
and
at
least
1
piece
accepted
by
a
curated
industry
newsletter
.
ACHIEVAB LE
One
article
every
eight
weeks
,
each
outlined
in
a
recurring
Friday
writing
block
and
edited
by
a
peer
before
publication
.
RELEVANT
Writing
forces
clearer
technical
thinking
and
builds
the
public
profile
that
conference
speaking
and
senior
hiring
both
depend
on
.
T IME
-
B O UND
First
article
live
by
27
February
2026
;
sixth
by
20
November
2026
.
06
Reach
conversational
Spanish
at
CEFR
B
1
COMMUNICAT ION
DUE
14
NOV
20 26
S PECIFIC
Speak
Spanish
comfortably
in
professional
and
everyday
situations
—
running
a
meeting
agenda
,
handling
small
talk
,
and
navigating
travel
without
switching
to
English
.
MEAS URAB LE
Pass
a
B
1
practice
examination
;
sustain
a
30-
minute
conversation
with
a
tutor
without
reverting
to
English
;
complete
40
tutor
sessions
in
the
year
.
ACHIEVAB LE
Three
45-
minute
tutor
sessions
per
week
plus
15
minutes
of
daily
listening
practice
—
a
sustainable
load
alongside
the
other
goals
.
RELEVANT
Two
team
members
are
based
in
Madrid
and
the
quarterly
in
-
person
sessions
currently
run
through
an
interpreter
,
which
slows
decisions
and
excludes
people
.
T IME
-
B O UND
Practice
exam
passed
and
level
confirmed
by
14
November
2026
.
07
Lead
a
cross
-
functional
initiative
with
six
contributors
LEADERSHIP
DUE
31
AUG
20 26
S PECIFIC
Own
end
-
to
-
end
delivery
of
the
unified
onboarding
project
,
spanning
engineering
,
product
design
,
support
,
and
lifecycle
marketing
across
a
six
-
person
working
group
.
MEAS URAB LE
6
named
contributors
coordinated
and
shipping
to
one
plan
;
delivered
inside
agreed
scope
and
budget
;
team
engagement
score
of
4
out
of
5
or
higher
in
the
closing
retrospective
.
ACHIEVAB LE
The
initiative
is
already
scoped
,
funded
,
and
staffed
;
eight
hours
per
week
is
ring
-
fenced
for
the
duration
with
an
exec
sponsor
available
for
escalation
.
RELEVANT
Demonstrates
delivery
leadership
rather
than
individual
contribution
—
the
single
clearest
gap
in
the
current
promotion
case
.
T IME
-
B O UND
Kickoff
on
2
February
2026
;
public
launch
by
31
August
2026
.
5 / 8
08
Mentor
three
junior
colleagues
to
promotion
-
ready
LEADERSHIP
DUE
0 9
OCT
20 26
S PECIFIC
Run
a
structured
six
-
month
mentoring
track
for
three
engineers
currently
at
mid
-
level
,
each
with
a
written
growth
plan
,
owned
stretch
scope
,
and
fortnightly
sessions
.
MEAS URAB LE
All
3
mentees
complete
a
documented
growth
plan
;
at
least
2
are
promoted
or
moved
into
stretch
scope
by
year
end
;
each
receives
written
feedback
after
every
shipped
project
.
ACHIEVAB LE
One
hour
per
mentee
per
fortnight
—
a
total
of
6
hours
a
month
—
plus
a
small
amount
of
asynchronous
written
feedback
.
RELEVANT
Mentoring
is
an
explicit
expectation
at
senior
level
,
and
it
surfaces
the
team
'
s
bench
strength
ahead
of
two
planned
hires
.
T IME
-
B O UND
Track
begins
3
March
2026
;
documentation
and
promotion
packets
submitted
by
9
October
2026
.
09
Facilitate
quarterly
planning
for
the
product
department
LEADERSHIP
DUE
0 5
OCT
20 26
S PECIFIC
Run
the
Q
3
and
Q
4
planning
cycles
for
the
product
department
—
agenda
design
,
pre
-
work
facilitation
,
live
session
chairing
,
and
written
follow
-
up
with
owners
and
dates
.
MEAS URAB LE
2
cycles
facilitated
;
90%
of
participants
rate
the
session
useful
or
better
;
follow
-
up
notes
with
named
owners
published
within
48
hours
of
each
session
.
ACHIEVAB LE
Shadow
the
Q
2
session
in
April
,
then
take
the
lead
from
July
with
a
co
-
facilitator
and
the
existing
planning
templates
.
RELEVANT
Facilitation
and
cross
-
team
alignment
are
the
recognised
bottleneck
for
moving
into
a
staff
-
plus
role
.
T IME
-
B O UND
Q
3
session
on
6
July
2026
;
Q
4
session
on
5
October
2026
.
6 / 8
10
Build
a
defensible
business
case
with
a
full
financial
model
BUSINESS
ACUMEN
DUE
26
JUN
20 26
S PECIFIC
Produce
a
complete
investment
case
for
consolidating
three
overlapping
internal
tools
onto
a
single
platform
,
including
build
-
versus
-
buy
analysis
and
a
migration
cost
estimate
.
MEAS URAB LE
Model
includes
3-
year
NPV
,
payback
period
,
and
sensitivity
analysis
across
3
scenarios
;
reviewed
and
formally
acknowledged
by
Finance
before
it
reaches
the
leadership
team
.
ACHIEVAB LE
A
Finance
business
partner
is
assigned
for
review
,
and
two
days
of
dedicated
analysis
time
is
available
each
month
.
RELEVANT
Commercial
and
financial
fluency
has
been
the
standing
feedback
theme
in
the
last
two
performance
reviews
.
T IME
-
B O UND
Draft
model
complete
by
15
May
2026
;
final
case
presented
to
leadership
on
26
June
2026
.
11
Run
twenty
customer
discovery
interviews
BUSINESS
ACUMEN
DUE
30
SEP
20 26
S PECIFIC
Conduct
twenty
structured
30-
minute
interviews
with
support
leads
and
operations
managers
at
mid
-
market
accounts
,
using
a
consistent
discussion
guide
and
coded
notes
.
MEAS URAB LE
20
interviews
completed
;
findings
synthesised
into
a
written
research
brief
containing
at
least
5
validated
themes
with
supporting
quotes
and
frequency
counts
.
ACHIEVAB LE
Four
interviews
per
month
is
a
realistic
pace
;
recruitment
runs
through
existing
accounts
with
scheduling
support
from
the
customer
success
team
.
RELEVANT
Grounds
roadmap
decisions
in
primary
customer
evidence
rather
than
internal
opinion
—
a
repeated
criticism
in
product
reviews
.
T IME
-
B O UND
First
interview
on
12
February
2026
;
research
brief
published
by
30
September
2026
.
7 / 8
12
Negotiate
one
major
vendor
renewal
end
to
end
BUSINESS
ACUMEN
DUE
29
MAY
20 26
S PECIFIC
Lead
the
renewal
negotiation
for
the
primary
cloud
observability
contract
,
from
market
benchmarking
and
internal
requirements
gathering
through
term
sheet
,
redlines
,
and
signature
.
MEAS URAB LE
Final
terms
at
or
below
the
approved
target
budget
;
a
documented
saving
of
12%
or
more
against
the
opening
quote
;
a
written
negotiation
log
capturing
each
concession
and
the
trade
made
for
it
.
ACHIEVAB LE
The
Procurement
lead
is
available
for
coaching
,
the
renewal
window
is
open
and
non
-
urgent
,
and
comparable
pricing
from
two
competitors
is
already
on
file
.
RELEVANT
Negotiation
is
a
recurring
gap
flagged
in
the
leadership
competency
framework
and
a
directly
transferable
skill
for
future
vendor
and
partner
discussions
.
T IME
-
B O UND
Term
sheet
agreed
by
24
April
2026
;
contract
signed
by
29
May
2026
.
3.
Review
cadence
and
checkpoints
Progress
is
reviewed
on
a
fixed
schedule
so
that
goals
which
are
off
track
are
caught
early
rather
than
reported
at
year
end
.
CHECKPO INT
DAT E
WHAT
G ET S
REVIEWED
O WNER
Monthly
self
-
review
Last
Friday
,
monthly
Progress
percentage
,
blockers
,
and
the
next
single
action
for
every
open
goal
Maya
Chen
Q
1
review
31
March
2026
Goals
2, 3,
and
12
in
depth
—
certification
,
SQL
migration
,
vendor
negotiation
Daniel
Osei
,
Engineering
Manager
Mid
-
year
recalibration
3
July
2026
Retire
,
rewrite
,
or
re
-
scope
any
goal
sitting
below
40%
progress
Maya
Chen
+
Daniel
Osei
Q
3
review
30
September
2026
Goals
1, 7,
and
9
in
depth
—
pipeline
cutover
,
onboarding
launch
,
planning
facilitation
Daniel
Osei
,
Engineering
Manager
Annual
close
-
out
18
December
2026
Evidence
pack
for
all
twelve
goals
and
the
first
draft
of
the
2027
plan
Maya
Chen
```
8 / 8
