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Let me take a slightly different approach to answer the question.
Like it or not,
physics is also taught in an algebra-based context (not just calculus-based).
Along the lines of @andrewkirk 's , @sophiecentaur 's, @weirdoguy 's and @Delta2 's early comments...
In an algebra-based course [and higher-level],
"potential energy" is associated with a conservative force (e.g. gravitation, Hooke's Law, Coulomb's Law).
In introductory physics-texts ("B"-level [as opposed to "I"-level),
"potential" almost certainly refers to "electric potential [in units of Volts]"
(since gravitational potential is rarely mentioned, except maybe as an afterthought to the electric potential).
A calculus-based text may make a passing reference to the mathematical notion of a "potential" as a generalization of the "electric potential" concept
[even though "potential" is more mathematically fundamental and "electric potential" is merely a special case].
In the algebra-based context,
one describes "electric force" as an interaction on a particular charge and
"electric potential energy" as a measure of the work done by the conservative force
in reconfiguring a charge distribution in a system.
By contrast [in algebra-based electrostatics],
the "electric field" ##\vec E## and later the "electric potential" ##\Phi## [since ##V## is already taken above for potential energy] are introduced as "fields" setup by the source charge.
I think the "source [charge]" vs "target charge" distinction is important to emphasize.
When the [target] charge is placed at a particular location in space,
then we obtain the "electric force" on that target charge due to the field set up by the sources
$$\vec F_{\mbox{on $q_{target}$}}=q_{target} E_{\mbox{due to sources}}$$
and the "electric potential energy" of that target charge in that field [i.e. a measure of the work done if that charge were brought from infinity]
$$V_{\mbox{of $q_{target}$}}=q_{target} \Phi_{\mbox{due to sources}}$$
(We assume that the sources are setup once and for all... and the target charge is a test charge in the field of the sources).
So, the "electric field" and "electric potential" describe a vector field and scalar field set up by the sources.
The "electric force" and "electric potential energy" describe an interaction involving a test charge and the sources [mediated by the fields that produced the sources].
This may be good enough for the algebra-based course.
Many times we have to meet the students where they are [in their preparation].
Yes, there is calculus that relates the "electric field" and the "electric potential",
but calculus is not the explicit route taken in an algebra-based physics course to establish that relationship.
If this feature is that important, then the algebra-based class is not the appropriate class for the student.
Like it or not,
physics is also taught in an algebra-based context (not just calculus-based).
Along the lines of @andrewkirk 's , @sophiecentaur 's, @weirdoguy 's and @Delta2 's early comments...
In an algebra-based course [and higher-level],
"potential energy" is associated with a conservative force (e.g. gravitation, Hooke's Law, Coulomb's Law).
In introductory physics-texts ("B"-level [as opposed to "I"-level),
"potential" almost certainly refers to "electric potential [in units of Volts]"
(since gravitational potential is rarely mentioned, except maybe as an afterthought to the electric potential).
A calculus-based text may make a passing reference to the mathematical notion of a "potential" as a generalization of the "electric potential" concept
[even though "potential" is more mathematically fundamental and "electric potential" is merely a special case].
In the algebra-based context,
one describes "electric force" as an interaction on a particular charge and
"electric potential energy" as a measure of the work done by the conservative force
in reconfiguring a charge distribution in a system.
By contrast [in algebra-based electrostatics],
the "electric field" ##\vec E## and later the "electric potential" ##\Phi## [since ##V## is already taken above for potential energy] are introduced as "fields" setup by the source charge.
I think the "source [charge]" vs "target charge" distinction is important to emphasize.
When the [target] charge is placed at a particular location in space,
then we obtain the "electric force" on that target charge due to the field set up by the sources
$$\vec F_{\mbox{on $q_{target}$}}=q_{target} E_{\mbox{due to sources}}$$
and the "electric potential energy" of that target charge in that field [i.e. a measure of the work done if that charge were brought from infinity]
$$V_{\mbox{of $q_{target}$}}=q_{target} \Phi_{\mbox{due to sources}}$$
(We assume that the sources are setup once and for all... and the target charge is a test charge in the field of the sources).
So, the "electric field" and "electric potential" describe a vector field and scalar field set up by the sources.
The "electric force" and "electric potential energy" describe an interaction involving a test charge and the sources [mediated by the fields that produced the sources].
This may be good enough for the algebra-based course.
Many times we have to meet the students where they are [in their preparation].
Yes, there is calculus that relates the "electric field" and the "electric potential",
but calculus is not the explicit route taken in an algebra-based physics course to establish that relationship.
If this feature is that important, then the algebra-based class is not the appropriate class for the student.
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